{"as_of":"2026-08-12T07:56:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:51c993d069d246140b50488d42d45885e822674e6f342d3b258b09b6d1078dc3","coverage":[{"denominator":89,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":89,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T15:03:18.795672Z","state":"measured"},{"denominator":89,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":89,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-12T06:34:41.77262+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2412.11450/citation-record","integrity":"/paper/2412.11450/integrity","json":"/paper/2412.11450/citation-record.json","paper":"/paper/2412.11450"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.499429Z","title":"Dex: Deep expectation of apparent age from a single image,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.499429Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:da8357de1c3a53a8302da64284f464e1ef2b8ca3edf2a6eed401fcd45c4356f9","observation_id":"e46395f9-825f-43d0-a057-1e0fef03c0b3","resolution":{"observed_at":"2026-08-11T15:03:18.499429Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.504616Z","title":"Ssr-net: Spatial–spectral re- construction network for hyperspectral and multispectral image fusion,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.504616Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:cc02c924a2f48e0373813ac17a8ce8dc8b118f7e201badce71dee36db894f7ed","observation_id":"899bde4a-33c9-4371-b239-05dfcde0eaa9","resolution":{"observed_at":"2026-08-11T15:03:18.504616Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.508563Z","title":"Exploiting unfairness with meta-set learning for chronological age estimation,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.508563Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:393219bed8402fb84b8de4142d793693a77f21ad0e4350de296164edd64d2746","observation_id":"40779dcb-c96f-477e-ae1e-7d72486c280d","resolution":{"observed_at":"2026-08-11T15:03:18.508563Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.512545Z","title":"Conversational emotion recognition studies based on graph convolutional neural networks and a dependent syntactic analysis,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.512545Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:355b343b51356a10b9587257aa9668262b8fdbbe284b0f7e0f0b8417d27cdb1c","observation_id":"d07e3607-f545-46fa-ac7f-7b18fc9d3477","resolution":{"observed_at":"2026-08-11T15:03:18.512545Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.516206Z","title":"Masked contrastive graph representation learning for age estimation,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.516206Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:96b21c8f47251ad799799e8942870856041aa96fbc77211fd5345aaadf7633ad","observation_id":"0578ee91-5a44-4229-9841-b9010295930f","resolution":{"observed_at":"2026-08-11T15:03:18.516206Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.519895Z","title":"Object detection in medical images based on hierarchical transformer and mask mechanism,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.519895Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:2951a968f047389de61fddbb8556ce79d377a4179d691a713f152a8eb35e5fc7","observation_id":"9a0dcdd9-fd98-4f88-86db-6537ec27edb4","resolution":{"observed_at":"2026-08-11T15:03:18.519895Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.523830Z","title":"A comprehensive survey on multi-modal conversational emotion recognition with deep learning,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.523830Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:8e4070fb6f40854817d9c4a58ac1f3ab5ddb6c30a732fdb48fa4be327bb6a3b3","observation_id":"302593f1-0688-4ecc-b1c9-f52113607744","resolution":{"observed_at":"2026-08-11T15:03:18.523830Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.527267Z","title":"Adversarial alignment and graph fusion via information bottleneck for multimodal emotion recognition in conversations,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.527267Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:1131ef972b31d15b7f34227a80ef73f637a201ae8b1ca2fcf5b769dea633f6de","observation_id":"fdd2d054-c29b-41a2-a086-e5abe91e972d","resolution":{"observed_at":"2026-08-11T15:03:18.527267Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.530571Z","title":"Deep imbalanced learning for multimodal emotion recognition in conversations,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.530571Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:b8a004f87a878f65879d2a0d8ca76dc19eb0c49ae5e26ba6b8a397d0266e7e29","observation_id":"bd2e9e4d-3dce-4c15-9e48-e5ef57568b01","resolution":{"observed_at":"2026-08-11T15:03:18.530571Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.16778","last_updated":"2024-08-31T12:49:43Z","snapshot_observed_at":"2026-08-04T09:49:25.468739Z","submitted_at":"2023-12-28T01:57:26Z","title":"Adversarial Representation with Intra-Modal and Inter-Modal Graph Contrastive Learning for Multimodal Emotion Recognition","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.16778","snapshot_observed_at":"2026-08-11T15:03:18.534131Z","title":"Adversarial representation with intra-modal and inter-modal graph contrastive learning for multi- modal emotion recognition,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.534131Z"},"links":{"cited_paper":"/paper/2312.16778","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:067240ee2af205356beff7baa4e7c250cb4d513fbb026c1855abbd0a586e6e5d","observation_id":"29cad163-c7c9-406c-962d-85955103bc09","resolution":{"observed_at":"2026-08-11T15:03:18.534131Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.538298Z","title":"Using ranking-cnn for age estimation,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.538298Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:ddac7f27239617e450063d8400fcec1070e846e34968394c87071cf63fcfac26","observation_id":"0d6d44f7-ee07-4f09-8c37-3a29d662c3c7","resolution":{"observed_at":"2026-08-11T15:03:18.538298Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2010.11929","last_updated":"2021-06-03T13:08:56Z","snapshot_observed_at":"2026-08-10T01:12:16.468283Z","submitted_at":"2020-10-22T17:55:59Z","title":"An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2010.11929","snapshot_observed_at":"2026-08-11T15:03:18.541787Z","title":"An image is worth 16x16 words: Transformers for image recognition at scale,","venue":null,"work_id":null,"year":2010},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.541787Z"},"links":{"cited_paper":"/paper/2010.11929","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:948f6c702f3920f99bb6d2aebdb563c11851f864fc695138aa18e401dbb1c36d","observation_id":"bf83ef72-4ea5-485c-9882-6d651d3708fc","resolution":{"observed_at":"2026-08-11T15:03:18.541787Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.761706Z","title":"Mivolo: Multi-input transformer for age and gender estimation,","venue":null,"work_id":"58404273-d5e5-4726-b985-445fc94dd07e","year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.545488Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:c4cb376ca2b4aeffe6d72fc48e28245a727621ac00e550c2a8ca29bcab4a73cc","observation_id":"130ce03d-b4a2-45fa-8abc-521d49eb0bdf","resolution":{"observed_at":"2026-08-11T15:03:19.765514Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.750705Z","title":"Swinface: a multi-task transformer for face recognition, expression recognition, age estimation and attribute estimation,","venue":null,"work_id":"f7d7b196-0f61-45b7-ac16-ae09564c55b6","year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.548895Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:07ea1366c0629a0b552953bae27782cb8ea9ce67fead043e6cac30fb31563416","observation_id":"d1f64ed6-04c4-49b4-8f7c-94596288470c","resolution":{"observed_at":"2026-08-11T15:03:19.754332Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2312.10579","last_updated":"2024-08-31T12:41:30Z","snapshot_observed_at":"2026-08-08T19:48:57.244754Z","submitted_at":"2023-12-17T01:49:40Z","title":"DER-GCN: Dialogue and Event Relation-Aware Graph Convolutional Neural Network for Multimodal Dialogue Emotion Recognition","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.10579","snapshot_observed_at":"2026-08-11T15:03:18.552154Z","title":"Der-gcn: Dialogue and event relation-aware graph convolutional neural network for multimodal dialogue emotion recognition,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.552154Z"},"links":{"cited_paper":"/paper/2312.10579","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:cbac3675c4107b2aada5200d5291605c82eea67325cbf321a982eb54fd05e3ca","observation_id":"8204262e-4cc7-45ee-b308-65f11116b27f","resolution":{"observed_at":"2026-08-11T15:03:18.552154Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.555932Z","title":"Der-gcn: Dialog and event relation-aware graph convolutional neural network for multimodal dialog emotion recognition,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.555932Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:067a29f80d4f4b9296668ae42e4a7778f74c9935ac5201fcd1d6facd8aad2b25","observation_id":"07ed9545-2735-4013-86d2-df62e2daf335","resolution":{"observed_at":"2026-08-11T15:03:18.555932Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.734612Z","title":"A multi-message passing framework based on heterogeneous graphs in conversational emotion recognition,","venue":null,"work_id":"7342992d-5d23-4666-878e-fe45d0199b6c","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.559318Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:5dd0ee4d7560dce949c62f4b09e2049126e8a078d38ca76554fcb4338cc913e5","observation_id":"1bf9135c-6302-4305-b0da-e88a169163ec","resolution":{"observed_at":"2026-08-11T15:03:19.737986Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.00295","last_updated":"2024-08-01T05:45:21Z","snapshot_observed_at":"2026-08-11T18:23:53.370311Z","submitted_at":"2024-08-01T05:45:21Z","title":"Contrastive Graph Representation Learning with Adversarial Cross-view Reconstruction and Information Bottleneck","version":1},"cited_work":{"arxiv_id":"2408.00295","doi":null,"metadata_source":"pith","pith_arxiv_id":"2408.00295","snapshot_observed_at":"2026-08-11T15:03:19.099274Z","title":"Contrastive Graph Representation Learning with Adversarial Cross-view Reconstruction and Information Bottleneck","venue":"cs.LG","work_id":"2d901cbe-f9ff-44dd-9317-467b36b251ea","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.562545Z"},"links":{"cited_paper":"/paper/2408.00295","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:36af7edf44b498c957a2ec171922f88f474f01954c0c1e8362bc47a91b47040c","observation_id":"22abd666-ee44-498c-9346-e1455df9f42b","resolution":{"observed_at":"2026-08-11T15:03:19.103326Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.10365","last_updated":"2024-10-14T10:39:38Z","snapshot_observed_at":"2026-07-06T19:33:00.110753Z","submitted_at":"2024-10-14T10:39:38Z","title":"SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.10365","snapshot_observed_at":"2026-08-11T15:03:18.566311Z","title":"Spegcl: Self-supervised graph spec- trum contrastive learning without positive samples,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.566311Z"},"links":{"cited_paper":"/paper/2410.10365","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:7815661f632f76f6edb6673d6cfcb1021d1bf8af1a5a9cafaffb77a1314740ab","observation_id":"ac07ee66-b3f5-4185-b4a8-6a9873c22eb6","resolution":{"observed_at":"2026-08-11T15:03:18.566311Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.00119","last_updated":"2024-08-31T12:44:38Z","snapshot_observed_at":"2026-07-06T18:38:42.333605Z","submitted_at":"2024-06-27T15:54:12Z","title":"Efficient Long-distance Latent Relation-aware Graph Neural Network for Multi-modal Emotion Recognition in Conversations","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.00119","snapshot_observed_at":"2026-08-11T15:03:18.569599Z","title":"Efficient long-distance latent relation-aware graph neural network for multi-modal emotion recognition in conversations,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.569599Z"},"links":{"cited_paper":"/paper/2407.00119","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:4e8b3b9ce1134f1c0a1330f0426619697f21f000b2f914c1db24144621b09c3e","observation_id":"d0f47884-38e1-4bd7-8763-9fc1c443f240","resolution":{"observed_at":"2026-08-11T15:03:18.569599Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.724337Z","title":"Prediction model of dow jones index based on lstm-adaboost,","venue":null,"work_id":"3b6fd333-2f88-42c6-a12a-9fc780974caa","year":2021},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.572944Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:8703267208952ceb54709e1b04f415e72d97ecff4cda91eedd454251c3474360","observation_id":"d2da75df-fbbb-4417-9a19-3017f58dfd05","resolution":{"observed_at":"2026-08-11T15:03:19.727816Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.575701Z","title":"Graph information bottleneck for remote sensing segmentation,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.575701Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:dc1303b91362193884694ba931f66a1d03cf2ca29f50e3baed87deb815c047fc","observation_id":"55978474-976d-4e7b-adfa-d280ad28b394","resolution":{"observed_at":"2026-08-11T15:03:18.575701Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.01758","last_updated":"2024-08-31T12:56:28Z","snapshot_observed_at":"2026-08-02T04:49:54.518882Z","submitted_at":"2023-12-04T09:35:36Z","title":"CILF-CIAE: CLIP-driven Image-Language Fusion for Correcting Inverse Age Estimation","version":3},"cited_work":{"arxiv_id":"2312.01758","doi":null,"metadata_source":"pith","pith_arxiv_id":"2312.01758","snapshot_observed_at":"2026-08-11T15:03:18.954830Z","title":"CILF-CIAE: CLIP-driven Image-Language Fusion for Correcting Inverse Age Estimation","venue":"cs.CV","work_id":"35980863-48a5-4f51-b7d4-6ba1be32a3e6","year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.578448Z"},"links":{"cited_paper":"/paper/2312.01758","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:5b3fbfe4ba97bc8e142e24dd34e3185d36fd909eefb06e2e5fc0e35b55f5b9ee","observation_id":"c6bd7181-16b8-483c-8e79-230d728748e7","resolution":{"observed_at":"2026-08-11T15:03:18.958807Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.581759Z","title":"Masked graph learning with recurrent alignment for multimodal emotion recognition in conversation,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.581759Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:c65f1636b1dc42ef7abccf67510585ee5d95f6e84204090d6b73812596126ffa","observation_id":"965bc4a5-6184-423f-b76a-88ff2ee2b90d","resolution":{"observed_at":"2026-08-11T15:03:18.581759Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.17858","last_updated":"2024-05-03T02:28:10Z","snapshot_observed_at":"2026-07-06T18:06:28.418026Z","submitted_at":"2024-04-27T10:22:03Z","title":"Revisiting Multi-modal Emotion Learning with Broad State Space Models and Probability-guidance Fusion","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.17858","snapshot_observed_at":"2026-08-11T15:03:18.584915Z","title":"Revisiting multi-modal emotion learning with broad state space models and probability-guidance fusion,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.584915Z"},"links":{"cited_paper":"/paper/2404.17858","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:e0d19c02e7c008fb3768861c31e43dc96716b55dd081b91073608f208583447e","observation_id":"9f464953-ff76-44c2-a4b3-4c8cfbe15a89","resolution":{"observed_at":"2026-08-11T15:03:18.584915Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.706806Z","title":"Edge-enhanced minimum-margin graph attention network for short text classification,","venue":null,"work_id":"80afd9c7-f8eb-4f7f-8a41-7b1e697abf61","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.588501Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:967868e48e05e3a09eb8472f110d51a78285dca4b27eb848e325ca0eeb730946","observation_id":"a047ac3e-3330-453d-9090-62bc1348a9d6","resolution":{"observed_at":"2026-08-11T15:03:19.710755Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.695071Z","title":"A multi-view mask contrastive learning graph convolutional neural network for age estimation,","venue":null,"work_id":"86e5d269-f35f-420b-b57a-5098b552f789","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.591833Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:ca1b1c9e1c8fe0434e0c515f9b92cf89b2e1f66784b20a7161eb17e53b37589d","observation_id":"beed4957-f3a3-4579-b1c5-1ade42c1ca3d","resolution":{"observed_at":"2026-08-11T15:03:19.698782Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.684422Z","title":"Effective training of convolutional neural networks for age estimation based on knowledge distillation,","venue":null,"work_id":"65d22987-1b4d-42bf-a23c-de743621b124","year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.595247Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:0172e49d07a17c64a51f8dad610beb0d157f47c73e4277a6ef82fa2dd5770316","observation_id":"1acf2ae2-6b3e-40d2-a4e5-fa310dddf674","resolution":{"observed_at":"2026-08-11T15:03:19.688155Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.673787Z","title":"Lae: Long- tailed age estimation,","venue":null,"work_id":"b67747c0-afdf-482b-b521-dab3aec8294c","year":2021},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.598346Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:1ea519449f8f7b90b8fb49c5a5db26df83e445c15ff410276add9f5ed2529c7d","observation_id":"0b111843-5cfb-4ce8-b85b-61fac78328b1","resolution":{"observed_at":"2026-08-11T15:03:19.677581Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.663277Z","title":"Pml: Progres- sive margin loss for long-tailed age classification,","venue":null,"work_id":"5bdb3e52-9945-475d-8fc3-b2646a7fb4f9","year":2021},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.601661Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:11f4ba766b289ce4da645617c0782f1c8e3b65aa2a9ab1ee234c681475144287","observation_id":"0019815c-5488-49c2-9478-74e5213bcb1c","resolution":{"observed_at":"2026-08-11T15:03:19.667030Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.652637Z","title":"Meta descent learning for class im- balanced age estimation,","venue":null,"work_id":"6375626a-44a6-4fd1-808a-cc1e28254312","year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.605248Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:b8127adc44428d212f2cd5970ce3a197d17380263ee7fbd8e42957f9d9f7c7e0","observation_id":"318ad769-3b82-4985-a35f-6ee1f8d98ee5","resolution":{"observed_at":"2026-08-11T15:03:19.656327Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.608584Z","title":"Graph convo- lutional neural network for human action recognition: A comprehensive survey,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.608584Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:01109b467e483a530cac9e9667d9e9a44fb5482df62b50ad89abd6e58289bc7f","observation_id":"1e315eac-080f-4a0f-8065-1f96f354f32c","resolution":{"observed_at":"2026-08-11T15:03:18.608584Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.635762Z","title":"Feature interactive graph neural network for kg-based recommendation,","venue":null,"work_id":"1d22aae0-ea05-4f98-be90-3d6d188d366f","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.611981Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:289f48ece7f9fce88f11996250dec74e1dc945ac885cabf3eeaed95a8242ea5b","observation_id":"07f8d91b-c75e-44fc-9e48-032ed3f92d80","resolution":{"observed_at":"2026-08-11T15:03:19.639370Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.615241Z","title":"Dynamic graph convolutional recurrent network for traffic prediction: Benchmark and solution,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.615241Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:dd339c2b8810b9c9e364ce2474025889f6bc5783fe9a2bf78ba9c0fc061bb9e6","observation_id":"359d116a-4954-402a-aeea-7698a8e8fc7c","resolution":{"observed_at":"2026-08-11T15:03:18.615241Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1609.02907","last_updated":"2017-02-22T09:55:36Z","snapshot_observed_at":"2026-07-06T05:10:16.862707Z","submitted_at":"2016-09-09T19:48:41Z","title":"Semi-Supervised Classification with Graph Convolutional Networks","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1609.02907","snapshot_observed_at":"2026-08-11T15:03:18.618906Z","title":"Semi-supervised classification with graph convolutional networks,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.618906Z"},"links":{"cited_paper":"/paper/1609.02907","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:5e4674fd146fa37559ca93ef86bc8ca953cfbb2d7f4aac19ccc146813593ab3e","observation_id":"7ff18203-465d-44cc-8cbf-9bc6d0b6c6f5","resolution":{"observed_at":"2026-08-11T15:03:18.618906Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.617567Z","title":"A two- stage multimodal emotion recognition model based on graph contrastive learning,","venue":null,"work_id":"7ec17052-6f02-4b94-9c07-1261a2cee6a0","year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.622637Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:d230d58e3bd803fb0b65c15c2634e763280519af6e9f35c093e6754edcc89fb2","observation_id":"0783f906-4524-49ff-bf10-786dfa3a582d","resolution":{"observed_at":"2026-08-11T15:03:19.621174Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.17862","last_updated":"2024-05-03T02:16:38Z","snapshot_observed_at":"2026-08-10T06:52:23.535783Z","submitted_at":"2024-04-27T10:47:07Z","title":"Revisiting Multimodal Emotion Recognition in Conversation from the Perspective of Graph Spectrum","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.17862","snapshot_observed_at":"2026-08-11T15:03:18.626020Z","title":"Revisiting multimodal emotion recognition in conversation from the perspective of graph spectrum,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.626020Z"},"links":{"cited_paper":"/paper/2404.17862","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:76f63c36f14512ad2a285a0461b5576c310f0381b8eef29bfa9c67649a9af3bf","observation_id":"33dd88a1-2a83-4143-902d-aed6cccb8b0f","resolution":{"observed_at":"2026-08-11T15:03:18.626020Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.14584","last_updated":"2024-10-18T16:35:25Z","snapshot_observed_at":"2026-07-06T19:36:05.879892Z","submitted_at":"2024-10-18T16:35:25Z","title":"MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.14584","snapshot_observed_at":"2026-08-11T15:03:18.629629Z","title":"Mcsff: Multi-modal consistency and specificity fusion framework for entity alignment,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.629629Z"},"links":{"cited_paper":"/paper/2410.14584","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:14353396f78c055e5e757ea2c9536d18817385d4516550b3c2abd8b403945383","observation_id":"6ee92a8c-02d3-416e-b5e2-9894831ab038","resolution":{"observed_at":"2026-08-11T15:03:18.629629Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.606437Z","title":"Graphunet: Graph make strong encoders for remote sensing segmentation,","venue":null,"work_id":"03938d80-4a8f-4b30-b1cc-244b3f4a455d","year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.633463Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:5395cdcd1ac6e050360be9f7fc4b873e76eb37999bbbbed9710afb859c33670e","observation_id":"0dc1a2d0-b22f-428b-bdb9-acad33226537","resolution":{"observed_at":"2026-08-11T15:03:19.610115Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.18130","last_updated":"2024-10-18T16:03:49Z","snapshot_observed_at":"2026-07-06T19:38:39.889993Z","submitted_at":"2024-10-18T16:03:49Z","title":"Graph Contrastive Learning via Cluster-refined Negative Sampling for Semi-supervised Text Classification","version":1},"cited_work":{"arxiv_id":"2410.18130","doi":null,"metadata_source":"pith","pith_arxiv_id":"2410.18130","snapshot_observed_at":"2026-08-11T15:03:18.897592Z","title":"Graph Contrastive Learning via Cluster-refined Negative Sampling for Semi-supervised Text Classification","venue":"cs.LG","work_id":"b8b2d38e-cda9-4d18-87d5-5b730c5c077b","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.636824Z"},"links":{"cited_paper":"/paper/2410.18130","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:c91ba648e65acab25559e06a4153393fbd45573cd9a0ddc4faa0af8f66de42b2","observation_id":"59110c04-8da6-49e6-b18b-f7410d5d2f69","resolution":{"observed_at":"2026-08-11T15:03:18.902213Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.596128Z","title":"A low-rank matching attention based cross-modal feature fusion method for conversational emotion recognition,","venue":null,"work_id":"745a2eb0-90ec-48ba-88f3-be0f404167cf","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.640554Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:6d83b8fea331f2891c5286d094c0be1c3a606d8655e060b950a300fa9b5106f3","observation_id":"68757ccd-7b54-4da2-9ccd-a243bfae7346","resolution":{"observed_at":"2026-08-11T15:03:19.599828Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.14001","last_updated":"2024-11-21T10:35:16Z","snapshot_observed_at":"2026-07-06T19:53:38.888574Z","submitted_at":"2024-11-21T10:35:16Z","title":"Graph Domain Adaptation with Dual-branch Encoder and Two-level Alignment for Whole Slide Image-based Survival Prediction","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.14001","snapshot_observed_at":"2026-08-11T15:03:18.643923Z","title":"Graph domain adaptation with dual-branch encoder and two-level alignment for whole slide image-based survival prediction,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.643923Z"},"links":{"cited_paper":"/paper/2411.14001","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:44199f7de313823dce1e226b89ff2b9a274207b67069afd184459aafbb6dca5c","observation_id":"d646fb5b-1da6-474b-9723-e917049df42a","resolution":{"observed_at":"2026-08-11T15:03:18.643923Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.20733","last_updated":"2024-10-28T04:50:46Z","snapshot_observed_at":"2026-07-06T19:40:34.668379Z","submitted_at":"2024-10-28T04:50:46Z","title":"SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment","version":1},"cited_work":{"arxiv_id":"2410.20733","doi":null,"metadata_source":"pith","pith_arxiv_id":"2410.20733","snapshot_observed_at":"2026-08-11T15:03:18.872325Z","title":"SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment","venue":"cs.CL","work_id":"c2618152-e840-4e5a-b1f4-085ace005ce8","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.647777Z"},"links":{"cited_paper":"/paper/2410.20733","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:d434f517ccd6a2951dbd7c53ecd4c50be418bb0ecb69b90ba56b70df18b9ca7a","observation_id":"aa91b88b-e18e-4c6b-b870-287f4d1c73c7","resolution":{"observed_at":"2026-08-11T15:03:18.876734Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.585551Z","title":"Contrastive multi- graph learning with neighbor hierarchical sifting for semi-supervised text classification,","venue":null,"work_id":"47ddbb83-7717-4e4c-ae6f-52a7abc35755","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.651294Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:6f409a296222c4a58b7e8f81cd6c636e77e5429a983982d569ded8d098595f3b","observation_id":"33516226-8d1d-4d25-88cf-5f3ac3fc8a60","resolution":{"observed_at":"2026-08-11T15:03:19.589530Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.574306Z","title":"Sdr-gnn: Spectral domain reconstruction graph neural network for incomplete multimodal learning in conversational emotion recognition,","venue":null,"work_id":"aceb4626-9fab-4ba4-a4a8-74fa024dae55","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.654662Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:46f885eb6f88fc9c2c78f6d402cdbfef9354392c06cf0ddf2b871c75706cd3cc","observation_id":"51b6a0fd-fc1c-4a48-9a69-da7235cb2601","resolution":{"observed_at":"2026-08-11T15:03:19.578271Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.02935","last_updated":"2025-01-27T02:01:59Z","snapshot_observed_at":"2026-08-11T22:54:27.332502Z","submitted_at":"2024-12-04T01:07:59Z","title":"Dynamic Graph Neural ODE Network for Multi-modal Emotion Recognition in Conversation","version":2},"cited_work":{"arxiv_id":"2412.02935","doi":null,"metadata_source":"pith","pith_arxiv_id":"2412.02935","snapshot_observed_at":"2026-08-11T15:03:18.855517Z","title":"Dynamic Graph Neural ODE Network for Multi-modal Emotion Recognition in Conversation","venue":"cs.CL","work_id":"d84d8f3f-e411-430a-9cb6-43999f502eaf","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.658149Z"},"links":{"cited_paper":"/paper/2412.02935","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:cce08cb3c4feb6b794a6e1c670b95e95f7f4e918b667efc21a1f2eb4c1dbf222","observation_id":"4fbd5775-786a-4b0c-b3a8-0a48166ea590","resolution":{"observed_at":"2026-08-11T15:03:18.861240Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1710.10903","last_updated":"2018-02-04T19:13:29Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2017-10-30T12:41:12Z","title":"Graph Attention Networks","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1710.10903","snapshot_observed_at":"2026-08-11T15:03:18.661701Z","title":"Graph attention networks,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.661701Z"},"links":{"cited_paper":"/paper/1710.10903","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:d3e306003746342a34b9a1387747db04c37825f3e8023f43c49d89941f6b00bf","observation_id":"79e6883a-c27c-4e3f-9c07-acd7396562f5","resolution":{"observed_at":"2026-08-11T15:03:18.661701Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.665180Z","title":"Inductive representation learning on large graphs,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.665180Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:08c1110fbaacbdf4cf787a181b125bad7af325daaeafe062e37bb6f3808a49d2","observation_id":"6577dca7-80dd-44e1-b745-59561ea8685f","resolution":{"observed_at":"2026-08-11T15:03:18.665180Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.668184Z","title":"Simplifying graph convolutional networks,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.668184Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:eae04a697fad3a49688ade265e9d186704499a93029dd9b6f870b6116d17f096","observation_id":"8476a420-9465-4d8e-84a8-3b7d1e7340c7","resolution":{"observed_at":"2026-08-11T15:03:18.668184Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.671153Z","title":"Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.671153Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:0803ed927421b9331cb6d54e39432b4a7400b5d35493ce9acd99edddd936bd05","observation_id":"023fd84b-1174-480e-8fcf-730efe9ecdd1","resolution":{"observed_at":"2026-08-11T15:03:18.671153Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2009.14332","last_updated":"2021-08-25T20:51:41Z","snapshot_observed_at":"2026-07-06T09:59:59.588527Z","submitted_at":"2020-09-29T22:41:19Z","title":"Multi-hop Attention Graph Neural Network","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2009.14332","snapshot_observed_at":"2026-08-11T15:03:18.674266Z","title":"Multi-hop attention graph neural network,","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.674266Z"},"links":{"cited_paper":"/paper/2009.14332","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:af5c524ce6967e0ec1ae87471ca1edd2ca2dc37ad4cea046c9b3804ac137d4ca","observation_id":"8715b0c4-c0ad-45ea-81ec-aee785e9d60d","resolution":{"observed_at":"2026-08-11T15:03:18.674266Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.543538Z","title":"C3ae: Exploring the limits of compact model for age estimation,","venue":null,"work_id":"08e1238a-488d-420d-9dd8-fd370f2f6247","year":2019},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.677383Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:880ae6a241a98efb643f8016988786b75ecf5e4c87de0c4e40ccd340b27e73fa","observation_id":"7e4ccdb7-43a8-4e22-aafa-0a25bd75ddb2","resolution":{"observed_at":"2026-08-11T15:03:19.547526Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.532372Z","title":"Moving window regression: A novel approach to ordinal regression,","venue":null,"work_id":"e7db5b0e-ab1d-46a4-bbb8-72fc6a7b125b","year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.680105Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:3393fdfca8360f1ada2078c31fa29cec2e0f85f775c903aa2c342187c5384f39","observation_id":"e57ef59d-7458-4f28-9eae-ff12e32e492c","resolution":{"observed_at":"2026-08-11T15:03:19.535956Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.521632Z","title":"Daa: A delta age adain operation for age estimation via binary code transformer,","venue":null,"work_id":"508c2f83-1a73-409a-98c3-369b811ee3d6","year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.683340Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:01ce3f916c89ef57eebb5b025d5af26de09c6986b1d630e67b7fb0e7d5622048","observation_id":"c15f3a3b-6e7b-461b-9249-fd7159d022fc","resolution":{"observed_at":"2026-08-11T15:03:19.525603Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.511255Z","title":"Deep imbalanced regression via hierarchical classification adjustment,","venue":null,"work_id":"1a130622-d411-454b-913b-7e1b0bda2210","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.686694Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:0bea972b297c172d94a6773f9928ab3e69b0905446d08af0335d937b11a30e07","observation_id":"823471fb-83bb-4f55-9585-2a97fe7ba5d9","resolution":{"observed_at":"2026-08-11T15:03:19.515005Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.500802Z","title":"Nested collaborative learning for long-tailed visual recognition,","venue":null,"work_id":"61844fd4-17a5-4961-ac5e-7ede65bc397b","year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.690059Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:13256542de4e7d699cb552f2d7c2bd61666bf6ef17ccb822e3a52ce818c3d33a","observation_id":"03cc3907-5c4b-4e38-bc45-dc297ba0c969","resolution":{"observed_at":"2026-08-11T15:03:19.504570Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.490285Z","title":"Dbn-mix: Training dual branch network using bilateral mixup augmentation for long-tailed visual recognition,","venue":null,"work_id":"8d5a62ad-9927-4b9b-bc55-07c37d5bb34c","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.693525Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:a2adbcb55ed45b8c4bd2dc5f5a1fb12261e5ce2e295ef5ccaef79cb203d3a6bf","observation_id":"0db44384-9a46-4c2b-be6d-cb9fb6028752","resolution":{"observed_at":"2026-08-11T15:03:19.494026Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.696924Z","title":"Mitigating bias in face recognition us- ing skewness-aware reinforcement learning,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.696924Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:2030ce016c90dba200322740c70438e4d18b657f479b4954e4cfb31e60ba4179","observation_id":"5d914b03-ff17-45c8-90a3-5576fa0faa29","resolution":{"observed_at":"2026-08-11T15:03:18.696924Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.473547Z","title":"General vs. long- tailed age estimation: An approach to kill two birds with one stone,","venue":null,"work_id":"fc99bd4b-543b-40bb-aaf3-4df2d0aaedda","year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.700480Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:be56fe207618eaf7052ea154c78d42a327a4b5316d753cff961c10fdf7ca77fe","observation_id":"59531d3b-8e9f-4bee-8ce5-9d501e62aaee","resolution":{"observed_at":"2026-08-11T15:03:19.477240Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.462898Z","title":"Deep reinforcement learning for imbal- anced classification,","venue":null,"work_id":"d9728618-8bcd-4f2b-840e-aaddaaad4831","year":2020},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.703871Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:ee83fecf7dce106934fe01400fe94525a2774e43c33b0c920f716eaa2b47f371","observation_id":"93c3f5fd-c87f-431c-996a-3e3e3affd484","resolution":{"observed_at":"2026-08-11T15:03:19.466579Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.452083Z","title":"Fair loss: Margin-aware reinforcement learning for deep face recognition,","venue":null,"work_id":"9417996d-2e4c-4f89-adef-058648add103","year":2019},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.707152Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:ef25c9167d7d009ddebb70d4d2d81b1ff2fcc31e9bf2fececb34bd8635a5c79c","observation_id":"19d73263-95af-4ffb-bd2d-5d28f78e3870","resolution":{"observed_at":"2026-08-11T15:03:19.455819Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.710434Z","title":"Vision gnn: An image is worth graph of nodes,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.710434Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:1e26a596990001cb2774f6f109b39e675195ae1c3a761d6f257e0ebd614cb276","observation_id":"ffd22cdc-9f7e-4520-893d-0abb43fee52f","resolution":{"observed_at":"2026-08-11T15:03:18.710434Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.435578Z","title":"Dropmessage: Unifying random dropping for graph neural networks,","venue":null,"work_id":"6a08120c-adce-4da9-a8c0-090154f1547d","year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.713680Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:38c9de57d517b19b5863b756df2b586ec2c5922043d21956d6e34914442eb72b","observation_id":"9ed574d7-a084-459e-a207-c0a280990bd1","resolution":{"observed_at":"2026-08-11T15:03:19.438888Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.716995Z","title":"Cosface: Large margin cosine loss for deep face recognition,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.716995Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:7edb1ecd5fb3fb6611abfb1e01a9179572a5baffca910f218c17dcb4aba2641a","observation_id":"23aea80d-a399-4bcc-a9b7-78365f63294f","resolution":{"observed_at":"2026-08-11T15:03:18.716995Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.720267Z","title":"Arcface: Additive angular margin loss for deep face recognition,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.720267Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:ce39a3faafd9116794c9d4e294b429e7805a2b7b30e069a10f88f73399ac699a","observation_id":"dac7eb72-46a0-4094-a6e9-5c56ae2aec47","resolution":{"observed_at":"2026-08-11T15:03:18.720267Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.414478Z","title":"Elasticface: Elastic margin loss for deep face recognition,","venue":null,"work_id":"b735abec-f147-4502-9f3d-07603f186ec2","year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.723434Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:e5e20d07c4c10fbfac106d275545db0a36e6a0900b9501b5ec3c76863ce1c8a8","observation_id":"40171b12-f0b9-404e-9a3b-ecdd631bee3e","resolution":{"observed_at":"2026-08-11T15:03:19.417544Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.405216Z","title":"X2-softmax: Margin adaptive loss function for face recognition,","venue":null,"work_id":"04f72650-6b4a-427f-b61c-ad1cbe134346","year":2024},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.727182Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:67f886768a54dcc589b3cfcb6cac82490debe561d31d0a2397a871ef451e6f5b","observation_id":"b3709007-0186-46d1-bd33-68f4bb115886","resolution":{"observed_at":"2026-08-11T15:03:19.408367Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.394254Z","title":"Morph: A longitudinal image database of normal adult age-progression,","venue":null,"work_id":"35ea3ae3-8d03-49d9-885f-6e47383a14b7","year":2006},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.730496Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:097ec7f02e91740e55a979e0aa1481ee082ccfbc0cc89805210b89f52de0e95b","observation_id":"dcd8ce09-4182-4f69-b786-db9ca594f3f9","resolution":{"observed_at":"2026-08-11T15:03:19.397926Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.733565Z","title":"Age estimation using expectation of label distribution learning","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.733565Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:84dc61b2ccdb98af904a553ff8036cd4f1a8f0f3bb49aa4d73f55668c0cb1e7c","observation_id":"0e86f05a-4f3a-44b9-a891-b61827c1bef7","resolution":{"observed_at":"2026-08-11T15:03:18.733565Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.377683Z","title":"Efficient group-n encoding and decoding for facial age estimation,","venue":null,"work_id":"8186fb5b-a9cc-4481-a9bf-11a4bc1fcac3","year":2017},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.736847Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:1a0f6850b4c5cfd540b2f560aef545aa2b38e8fbe5e46e5dd9e25fe7fe22426a","observation_id":"9815019e-9cbf-47d1-a5c8-48b28254564e","resolution":{"observed_at":"2026-08-11T15:03:19.381767Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.367391Z","title":"Age progression/regression by condi- tional adversarial autoencoder,","venue":null,"work_id":"1b245e17-9f25-4b68-b6b5-9786552071c4","year":2017},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.740201Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:810357a5aae5afafb18f5e4649e1f7029e5333ff83e1106c22068824ffbadbce","observation_id":"ca899bfc-e9b8-42c1-9b0b-62e2c35e2e5b","resolution":{"observed_at":"2026-08-11T15:03:19.371025Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.356901Z","title":"Chalearn looking at people 2015: Apparent age and cultural event recognition datasets and results,","venue":null,"work_id":"ed2eb23a-99fc-4e50-83de-f2a20ca9dade","year":2015},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.743538Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:dad14a36d25774abb90f4b34c3ddcd8c26e08f7323beb99319609ae6eb765510","observation_id":"48256fb8-2ba4-450e-8893-ae3f6a695e37","resolution":{"observed_at":"2026-08-11T15:03:19.360665Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.747632Z","title":"Face recognition and retrieval using cross-age reference coding with cross-age celebrity dataset,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.747632Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:b2a07906884a49db1790edbfce9157bbb77077b341b09df0f316491d91b78dcc","observation_id":"8ca5b505-db51-46a0-8cf3-a191202d7e95","resolution":{"observed_at":"2026-08-11T15:03:18.747632Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.339649Z","title":"Deep learning approach for facial age classification: a survey of the state-of-the-art,","venue":null,"work_id":"9ddbc24f-ace6-4f9e-b92f-2dfa936fc5e1","year":2021},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.751249Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:e213308db0e58f83759654c7aebdd39b5dbc2b46886cf2e37e4bad539c1d51d4","observation_id":"1c7bf01d-3dab-4111-98b8-7f58bf443219","resolution":{"observed_at":"2026-08-11T15:03:19.343357Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.754672Z","title":"Joint face detection and alignment using multitask cascaded convolutional networks,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.754672Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:664a31de451cf24856a48cd807df0d585a3e89f927de309a664f6f516f64ddc2","observation_id":"bbb44f33-2391-4f26-ae6f-be61f54581c0","resolution":{"observed_at":"2026-08-11T15:03:18.754672Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1412.6980","last_updated":"2017-01-30T01:27:54Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2014-12-22T13:54:29Z","title":"Adam: A Method for Stochastic Optimization","version":9},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1412.6980","snapshot_observed_at":"2026-08-11T15:03:18.757872Z","title":"Adam: A method for stochastic optimization,","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.757872Z"},"links":{"cited_paper":"/paper/1412.6980","citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:36fa94eb8809a3acac12751d1d4d6c4c532e6d4d7edf74aabd328daa2a46c746","observation_id":"8ca7c938-918d-4ecc-b919-06ad1bcafdee","resolution":{"observed_at":"2026-08-11T15:03:18.757872Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.322806Z","title":"Divergence-driven consistency training for semi-supervised facial age estimation,","venue":null,"work_id":"2b5a1f2b-a4a3-4639-9402-8dc8a696c0fd","year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.761096Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:173211ca817006890ca9518fe1ead9e651f54f7cceb20a9e6ee0806387cc2898","observation_id":"d0dc3bf7-8980-4f90-b8cb-b210769906de","resolution":{"observed_at":"2026-08-11T15:03:19.326432Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.764250Z","title":"Taa-gcn: A temporally aware adaptive graph convolutional network for age estimation,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.764250Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:9f000e48a91e581dfb5db0e5052c63e116ee9b387929a5f7f4baaa3c3d9b2e58","observation_id":"045a57fe-37ac-4f38-ab2f-e044b81df382","resolution":{"observed_at":"2026-08-11T15:03:18.764250Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.305865Z","title":"Metaage: meta- learning personalized age estimators,","venue":null,"work_id":"406259b3-e4f2-47b1-a1a0-21f3f527d331","year":2022},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.767390Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:b0ba968786747a7e9c9591274553d874348f698945683bccb02676b778d3b92e","observation_id":"48cca2e0-96a2-4285-b75e-890919d2c640","resolution":{"observed_at":"2026-08-11T15:03:19.309569Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.295235Z","title":"Label distribution learning forests,","venue":null,"work_id":"6294bca7-101f-4d1d-9088-19b547811e1f","year":2017},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":80,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.770477Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:3d54b6aaf0ef2fdd735f76ea5f8e0f79a699d4af51e3928815230d4b8122d1c3","observation_id":"a0475158-3e91-44b8-a6db-4bff6c1d864b","resolution":{"observed_at":"2026-08-11T15:03:19.298879Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.773375Z","title":"Mean-variance loss for deep age estimation from a face,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":81,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.773375Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:18a80c49e8641dc8a3bd81eda32a667e00dec31babd2853985b32e26f03756dc","observation_id":"1d7dd276-a89d-472a-aef0-cd31a4104ba6","resolution":{"observed_at":"2026-08-11T15:03:18.773375Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.278145Z","title":"Ssr- net: A compact soft stagewise regression network for age estimation","venue":null,"work_id":"584efee5-7778-45ef-9742-3fcbf46b0b64","year":2018},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":82,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.776114Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:0619917023961c55a8448e4882a58d6cc3f151278675b8df0ed927f6ee61e63f","observation_id":"a4acd3d9-44a9-491c-ad4e-e5aa845e3d37","resolution":{"observed_at":"2026-08-11T15:03:19.282219Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.267230Z","title":"Bridgenet: A continuity-aware probabilistic network for age estimation,","venue":null,"work_id":"a333b73b-8c71-4ff1-bb1f-d22631bdda22","year":2019},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":83,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.779029Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:586002034e1d36e9a2fc38fa005df73e145eb6eae7b672e739c66e922e264b28","observation_id":"4f40cb2a-62be-4d26-a904-ed0be7d81635","resolution":{"observed_at":"2026-08-11T15:03:19.271072Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.256966Z","title":"Efficient facial representations for age, gender and identity recognition in organizing photo albums using multi-output convnet,","venue":null,"work_id":"17251bee-004c-417b-a429-f4ba9f86baa3","year":2019},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":84,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.781775Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:fd4b27f92f0dd6ad7c3c0bd4ec7691890aae9123aa5dde2a2062a9818effd225","observation_id":"47e8591c-720c-4c8a-a41b-ee0ceae63bc9","resolution":{"observed_at":"2026-08-11T15:03:19.260483Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.784571Z","title":"Rank consistent ordinal regres- sion for neural networks with application to age estimation,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":85,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.784571Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:b3aebfb4c88e0eed001b7e519d4f14ca621422f4bf9d4c45018c07061bad41ca","observation_id":"e07e660a-9d1e-49b5-808b-f87a1bddea5f","resolution":{"observed_at":"2026-08-11T15:03:18.784571Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:18.787321Z","title":"Deep conditional distribution learning for age estimation,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.787321Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:579bf3e71516bc0983a99418395584f4f071ee24106ea6ef29e6c1dff3a38f5f","observation_id":"3a3e55d4-0ed3-4062-a339-d72304a00de9","resolution":{"observed_at":"2026-08-11T15:03:18.787321Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.234792Z","title":"Deeply-learned hybrid representations for facial age estimation","venue":null,"work_id":"7837041c-5abe-41d4-934c-7b87582c9c03","year":2019},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":87,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.790297Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:69a532d4b1dca0e876e5a52484bbd47b8273e1655ded0496402ce995eac47247","observation_id":"d5813d04-cd9f-498f-830a-1522c88f009f","resolution":{"observed_at":"2026-08-11T15:03:19.238175Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.223751Z","title":"Deep label distribution learning with label ambiguity,","venue":null,"work_id":"9e2b5d54-fa53-4662-beec-03f9b33b97a4","year":2017},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":88,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.793019Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:f73b55327f0ad15439ed45397b209b7e097798ea9ef98406304b727ac21cb33e","observation_id":"dd91595c-a3bf-4188-b313-4719ca60846a","resolution":{"observed_at":"2026-08-11T15:03:19.227436Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:03:19.212583Z","title":"Facial age estimation using a multi-task network combining classification and regression,","venue":null,"work_id":"112ed5db-f7af-4781-9de8-f30f7af721a5","year":2020},"citing_paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization","version":1},"reference_index":89,"source":"pdf_text","source_observed_at":"2026-08-11T15:03:18.795672Z"},"links":{"citing_paper":"/paper/2412.11450"},"observation_digest":"sha256:f6d8c8aad0f0f5eea2d3e63f9f2296906e97ebd6999e3842e77f57650a0817e8","observation_id":"05e71222-5911-4580-ac6d-b32acd0ccccd","resolution":{"observed_at":"2026-08-11T15:03:19.216744Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2412.11450","last_updated":"2024-12-16T05:08:15Z","latest_version":1,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-11T14:53:13.934845Z","submitted_at":"2024-12-16T05:08:15Z","title":"GroupFace: Imbalanced Age Estimation Based on Multi-hop Attention Graph Convolutional Network and Group-aware Margin Optimization"},"reference_resolution":{"displayed":89,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":42,"verified_exact":5,"verified_fuzzy":42},"total_outbound_references":89},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"thesis":"As of 12 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 0 inbound Pith citation observations for arXiv:2412.11450."}