{"as_of":"2026-08-08T16:52:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:0d8b3b916f966597746a7629d9ab3879cddd3780d89f84b0b2c5ecc32349cbf2","coverage":[{"denominator":0,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":11,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":11,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+00:00","state":"measured"},{"denominator":11,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":11,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-08T16:34:14.316517Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-07-04T15:09:55.219310Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":"2310.19070","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-07-04T15:09:55.219310Z","title":"Myriad: Large multimodal model by applying vision experts for industrial anomaly detection","venue":null,"work_id":"240616c2-73c5-4f32-a77f-c8e62bf19ea9","year":2023},"citing_paper":{"arxiv_id":"2410.10238","last_updated":"2026-04-07T07:54:13Z","snapshot_observed_at":"2026-07-06T19:32:51.287674Z","submitted_at":"2024-10-14T07:56:51Z","title":"ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization","version":4},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-05-23T19:06:10.198724Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2410.10238"},"observation_digest":"sha256:ff76c13ace95804731ca3ce0c290a6deee9534d2f04ab71993b90a0554291985","observation_id":"640a3a50-dea1-4a78-a7e6-b9c0a68e8aaf","resolution":{"observed_at":"2026-05-23T19:08:21.123265Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-08-08T16:34:14.316517Z","title":"Myriad: Large multimodal model by applying vision experts for industrial anomaly detec- tion","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.06911","last_updated":"2025-06-13T11:54:07Z","snapshot_observed_at":"2026-08-08T16:30:04.679803Z","submitted_at":"2025-02-10T05:01:08Z","title":"Foundation Models for Anomaly Detection: Vision and Challenges","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-08T16:34:14.316517Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2502.06911"},"observation_digest":"sha256:3619cc51ab85d14fb6d4db976e183c52aca7b13d5d685bd73942bebe9f42c575","observation_id":"bf4fa0cc-04bc-4ff3-b45f-41790c781bbb","resolution":{"observed_at":"2026-08-08T16:34:14.316517Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-08-07T13:21:01.141824Z","title":"Myriad: Large multimodal model by applying vision experts for industrial anomaly detection.arXiv preprint arXiv:2310.19070, 2023","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.22039","last_updated":"2026-07-29T09:31:57Z","snapshot_observed_at":"2026-08-07T21:55:46.500544Z","submitted_at":"2025-05-28T07:02:15Z","title":"OmniAD: Detect and Understand Industrial Anomaly via Multimodal Reasoning","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T13:21:01.141824Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2505.22039"},"observation_digest":"sha256:b8ae86129a2a5d44055a2733967057fe00b0f8533441a9fa5a982764c36b29e5","observation_id":"37840bce-a1fc-405a-8bf4-ea6ef0c14a97","resolution":{"observed_at":"2026-08-07T13:21:01.141824Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":"2310.19070","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-07-04T15:09:55.219310Z","title":"Myriad: Large multimodal model by applying vision experts for industrial anomaly detection","venue":null,"work_id":"240616c2-73c5-4f32-a77f-c8e62bf19ea9","year":2023},"citing_paper":{"arxiv_id":"2506.05405","last_updated":"2025-06-04T08:57:30Z","snapshot_observed_at":"2026-07-06T21:37:32.525040Z","submitted_at":"2025-06-04T08:57:30Z","title":"A VLM-based Method for Visual Anomaly Detection in Robotic Scientific Laboratories","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-05-19T11:50:35.650261Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2506.05405"},"observation_digest":"sha256:93a0cc7a93ac9097296e21b29e3f690fc3f6cf65ad86083946184613d80825b6","observation_id":"80e9ef81-3a1b-43b2-b8b4-e6b453c50007","resolution":{"observed_at":"2026-05-19T11:52:16.102911Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-08-06T12:40:09.030806Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.21619","last_updated":"2025-07-29T09:18:22Z","snapshot_observed_at":"2026-08-07T23:36:20.034251Z","submitted_at":"2025-07-29T09:18:22Z","title":"EMIT: Enhancing MLLMs for Industrial Anomaly Detection via Difficulty-Aware GRPO","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-06T12:40:09.030806Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2507.21619"},"observation_digest":"sha256:3b49488bd0db91768dfd28ab9f9e4bd851f14bfda503d2313d9d0c78b97413e0","observation_id":"e1d38f56-05e5-4ca2-b905-e9bc1153908d","resolution":{"observed_at":"2026-08-06T12:40:09.030806Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-08-06T00:53:25.112065Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.04175","last_updated":"2025-08-06T08:00:27Z","snapshot_observed_at":"2026-08-07T13:51:30.195940Z","submitted_at":"2025-08-06T08:00:27Z","title":"AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-06T00:53:25.112065Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2508.04175"},"observation_digest":"sha256:e88c71b271159bbb87088c79d951b66c37e9ee4896c04c39eb7690a1b78c2722","observation_id":"9e7bdead-8e76-4d52-acca-d2d9a4503119","resolution":{"observed_at":"2026-08-06T00:53:25.112065Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-08-05T18:34:06.605200Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2508.14504","last_updated":"2025-08-20T07:53:13Z","snapshot_observed_at":"2026-08-08T14:33:59.557550Z","submitted_at":"2025-08-20T07:53:13Z","title":"PB-IAD: Utilizing multimodal foundation models for semantic industrial anomaly detection in dynamic manufacturing environments","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-05T18:34:06.605200Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2508.14504"},"observation_digest":"sha256:fef36fa0740f89f302e1b7942e33bf952bb7a91b6b85d2cf2a280fd5d9f74606","observation_id":"1fcd6ea0-8964-41fd-b227-d8425d5ebd32","resolution":{"observed_at":"2026-08-05T18:34:06.605200Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":"2310.19070","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-07-04T15:09:55.219310Z","title":"Myriad: Large multimodal model by applying vision experts for industrial anomaly detection","venue":null,"work_id":"240616c2-73c5-4f32-a77f-c8e62bf19ea9","year":2023},"citing_paper":{"arxiv_id":"2602.17419","last_updated":"2026-05-07T12:09:13Z","snapshot_observed_at":"2026-07-06T22:46:26.082843Z","submitted_at":"2026-02-19T14:50:58Z","title":"EAGLE: Expert-Augmented Attention Guidance for Tuning-Free Industrial Anomaly Detection in Multimodal Large Language Models","version":4},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-05-15T21:05:11.117495Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2602.17419"},"observation_digest":"sha256:edfe827d5e46a0287613462819ebdde153bc7a9c991f8a93694f6ab7612a6247","observation_id":"4323d0d1-4c14-451f-8990-b9cf7c745577","resolution":{"observed_at":"2026-05-15T21:06:38.086648Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":"2310.19070","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-07-04T15:09:55.219310Z","title":"Myriad: Large multimodal model by applying vision experts for industrial anomaly detection","venue":null,"work_id":"240616c2-73c5-4f32-a77f-c8e62bf19ea9","year":2023},"citing_paper":{"arxiv_id":"2604.10971","last_updated":"2026-04-13T04:14:56Z","snapshot_observed_at":"2026-08-03T03:27:58.842919Z","submitted_at":"2026-04-13T04:14:56Z","title":"MMR-AD: A Large-Scale Multimodal Dataset for Benchmarking General Anomaly Detection with Multimodal Large Language Models","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-05-10T15:51:31.394779Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2604.10971"},"observation_digest":"sha256:0de2441665b874cbb9b23fd71a98f12b8c331bafdd33759ebfe52f3acc64ff16","observation_id":"cecc735a-2fef-4937-985d-71166ec512bd","resolution":{"observed_at":"2026-05-11T09:46:00.952428Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":"2310.19070","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-07-04T15:09:55.219310Z","title":"Myriad: Large multimodal model by applying vision experts for industrial anomaly detection","venue":null,"work_id":"240616c2-73c5-4f32-a77f-c8e62bf19ea9","year":2023},"citing_paper":{"arxiv_id":"2604.12440","last_updated":"2026-04-14T08:29:31Z","snapshot_observed_at":"2026-08-08T02:03:51.549597Z","submitted_at":"2026-04-14T08:29:31Z","title":"IAD-Unify: A Region-Grounded Unified Model for Industrial Anomaly Segmentation, Understanding, and Generation","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-05-10T15:50:39.597446Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2604.12440"},"observation_digest":"sha256:21ff68d143ce63b5510db682ecb7367533113872cbd07909a26e2bb5825011f4","observation_id":"b59ea989-38e5-49a2-91a8-99c40633d584","resolution":{"observed_at":"2026-05-11T09:46:07.324726Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection","version":3},"cited_work":{"arxiv_id":"2310.19070","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2310.19070","snapshot_observed_at":"2026-07-04T15:09:55.219310Z","title":"Myriad: Large multimodal model by applying vision experts for industrial anomaly detection","venue":null,"work_id":"240616c2-73c5-4f32-a77f-c8e62bf19ea9","year":2023},"citing_paper":{"arxiv_id":"2606.26196","last_updated":"2026-06-24T15:20:32Z","snapshot_observed_at":"2026-07-07T00:00:31.981360Z","submitted_at":"2026-06-24T15:20:32Z","title":"From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-06-26T01:50:54.242508Z"},"links":{"cited_paper":"/paper/2310.19070","citing_paper":"/paper/2606.26196"},"observation_digest":"sha256:797f4e22db812107c4ff2bb7ee62748ad55fa64df7eeb55f405c31cf4e294d78","observation_id":"115d329e-113c-43e8-a390-62e7f43568e7","resolution":{"observed_at":"2026-07-04T15:09:55.221392Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2310.19070/citation-record","integrity":"/paper/2310.19070/integrity","json":"/paper/2310.19070/citation-record.json","paper":"/paper/2310.19070"},"outbound":[],"paper":{"arxiv_id":"2310.19070","last_updated":"2025-01-17T06:13:20Z","latest_version":3,"primary_category":"cs.CV","snapshot_observed_at":"2026-07-06T16:40:08.030032Z","submitted_at":"2023-10-29T16:49:45Z","title":"Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection"},"reference_resolution":{"displayed":0,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":0},"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":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2310.19070."}