{"as_of":"2026-08-13T20:37:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:c3a88b67455b539a6268fb3b4b37256001c85b3f584ce3123cda70041f89be82","coverage":[{"denominator":50,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":50,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T05:29:59.265768Z","state":"measured"},{"denominator":51,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":51,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-13T06:32:02.005865+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-12T14:37:29.948791Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-08-12T14:37:31.046082Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"cited_work":{"arxiv_id":"2412.17505","doi":null,"metadata_source":"pith","pith_arxiv_id":"2412.17505","snapshot_observed_at":"2026-08-12T14:37:31.046082Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","venue":"stat.ML","work_id":"dcac1707-f246-4057-9112-377e1b2fd1b3","year":2024},"citing_paper":{"arxiv_id":"2608.10908","last_updated":"2026-08-11T13:29:03Z","snapshot_observed_at":"2026-08-13T19:46:10.516594Z","submitted_at":"2026-08-11T13:29:03Z","title":"Order Matters: LVLMs as Judges for Temporal Reasoning in Image Sequences","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-12T14:37:29.948791Z"},"links":{"cited_paper":"/paper/2412.17505","citing_paper":"/paper/2608.10908"},"observation_digest":"sha256:6180b4dd743d460603fce17b74302cb9e125f8d8a8e0f3ef99934094d1d8156f","observation_id":"60dee190-63ca-409d-ac93-ed8fba7883a3","resolution":{"observed_at":"2026-08-12T14:37:31.049589Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2412.17505/citation-record","integrity":"/paper/2412.17505/integrity","json":"/paper/2412.17505/citation-record.json","paper":"/paper/2412.17505"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2403.02469","last_updated":"2024-04-15T13:51:30Z","snapshot_observed_at":"2026-08-13T04:03:36.766359Z","submitted_at":"2024-03-04T20:29:51Z","title":"Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.02469","snapshot_observed_at":"2026-08-11T05:29:59.066469Z","title":"Vision-Language Models for Medical Report Generation and Visual Question Answering: A Review","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.066469Z"},"links":{"cited_paper":"/paper/2403.02469","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:bbbcc0a1e346cd26930f80b6ab0f6b0b58b2246962febffac8730c3ed339dec8","observation_id":"01988932-b5e8-44d9-bded-93c62acbeb64","resolution":{"observed_at":"2026-08-11T05:29:59.066469Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2004.04917","last_updated":"2020-04-10T06:31:30Z","snapshot_observed_at":"2026-08-13T05:51:34.091030Z","submitted_at":"2020-04-10T06:31:30Z","title":"Multimodal Categorization of Crisis Events in Social Media","version":1},"cited_work":{"arxiv_id":"2004.04917","doi":"10.48550/arxiv.2004.04917","metadata_source":"pith","pith_arxiv_id":"2004.04917","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"Multimodal Categorization of Crisis Events in Social Media","venue":"cs.LG","work_id":"46348c96-d220-4465-86fc-5d350aab7525","year":2020},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.071709Z"},"links":{"cited_paper":"/paper/2004.04917","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:fa1a4c2cefc5226a3c6fb8a446155248f5cb3ae8c66cb5fc55e00fb7a88cdd8f","observation_id":"160ae93c-6a79-4078-beaf-cb7d277277a1","resolution":{"observed_at":"2026-08-11T05:29:59.694647Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2004.11838","last_updated":"2020-04-14T19:36:11Z","snapshot_observed_at":"2026-08-12T11:50:04.907572Z","submitted_at":"2020-04-14T19:36:11Z","title":"Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2004.11838","snapshot_observed_at":"2026-08-11T05:29:59.076045Z","title":"Analysis of Social Media Data using Multimodal Deep Learning for Disaster Response","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.076045Z"},"links":{"cited_paper":"/paper/2004.11838","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:6541a999d19a745f546323cc75d6fcef42274e2db854b1096cea04ce8362b7df","observation_id":"ff3c5cb5-8c81-4b88-b0e2-d2eaf10c9e70","resolution":{"observed_at":"2026-08-11T05:29:59.076045Z","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":"2017.27294","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:30:00.614185Z","title":"Retrieval From and Understanding of Large-Scale Multi-modal Medical Datasets: A Review","venue":null,"work_id":"d15276b5-f8d9-4ef3-ba94-8b09f355f014","year":2017},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.081515Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:ddc8e6cbfa2b0f3419674a22aa75b765c6c8a445dd77881315ff0613297fd4d3","observation_id":"112fb7f4-4b94-42c7-82c4-a3969e5d4b51","resolution":{"observed_at":"2026-08-11T05:30:00.620080Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2312.11541","last_updated":"2023-12-16T03:02:05Z","snapshot_observed_at":"2026-08-13T05:00:32.664146Z","submitted_at":"2023-12-16T03:02:05Z","title":"CLIPSyntel: CLIP and LLM Synergy for Multimodal Question Summarization in Healthcare","version":1},"cited_work":{"arxiv_id":"2312.11541","doi":"10.48550/arxiv.2312.11541","metadata_source":"pith","pith_arxiv_id":"2312.11541","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"CLIPSyntel: CLIP and LLM Synergy for Multimodal Question Summarization in Healthcare","venue":"cs.AI","work_id":"a124ac03-aaef-43b8-8770-50896f123219","year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.086143Z"},"links":{"cited_paper":"/paper/2312.11541","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:e2b905e14d58672f81b16bc35f9f89aee871b81afd7b471d4745ab4a6b63d188","observation_id":"078da003-6af7-4157-9dcc-36aafdb99968","resolution":{"observed_at":"2026-08-11T05:29:59.667363Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.36227/techrxiv.19103432.v1","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.644374Z","title":"Beyond Medical Imaging - A Review of Multimodal Deep Learning in Radiology","venue":null,"work_id":"23a6d034-9416-4797-b380-d24168788595","year":2022},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.090511Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:98782aba2bc9997eb839fc54facf179f4ab98fa36ed06c47056c289fb74e7c3e","observation_id":"6626e29e-be06-4752-9d9c-ec8697c570db","resolution":{"observed_at":"2026-08-11T05:29:59.649060Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.094902Z","title":"Using AI and Social Media Multimodal Content for Disaster Response and Management: Opportunities, Challenges, and Future Directions","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.094902Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:72d611bc7962ddb127d74a6f4d9562549d68ca21fea09ef6bd0b45fbecedc4e4","observation_id":"9d0ac587-5609-4f46-85bd-5f5d2fe09731","resolution":{"observed_at":"2026-08-11T05:29:59.094902Z","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":"2019.00324","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:30:00.467835Z","title":"Fusing Visual and Textual Information to Determine Content Safety","venue":null,"work_id":"6c1c6ec2-82d0-42a4-9973-bb64b5fb98c5","year":2019},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.098845Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:e84e93a31b1dc25eacf73629f9d1cd6d7af3e0bdf9cb8d3f321af883d0cbe45d","observation_id":"911f3581-de88-4380-8e09-4d97732023c6","resolution":{"observed_at":"2026-08-11T05:30:00.473627Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2306.06135","last_updated":"2023-06-09T01:37:32Z","snapshot_observed_at":"2026-08-13T11:20:39.143152Z","submitted_at":"2023-06-09T01:37:32Z","title":"Safety and Fairness for Content Moderation in Generative Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.06135","snapshot_observed_at":"2026-08-11T05:29:59.103160Z","title":"Safety and Fairness for Content Moderation in Generative Models","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.103160Z"},"links":{"cited_paper":"/paper/2306.06135","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:80714b172e65c1519c298a21c88155a974c2957ce08cd8587ff113442b9b7f9b","observation_id":"7bf5cf3f-b409-4cdd-a337-6cd182f3e90d","resolution":{"observed_at":"2026-08-11T05:29:59.103160Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.05273","last_updated":"2024-04-29T07:14:21Z","snapshot_observed_at":"2026-08-13T10:16:53.190494Z","submitted_at":"2023-09-11T07:12:17Z","title":"Formalizing Multimedia Recommendation through Multimodal Deep Learning","version":2},"cited_work":{"arxiv_id":"2309.05273","doi":"10.48550/arxiv.2309.05273","metadata_source":"pith","pith_arxiv_id":"2309.05273","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"Formalizing Multimedia Recommendation through Multimodal Deep Learning","venue":"cs.IR","work_id":"cea55eda-aa19-4efa-892b-facd268180f0","year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.108759Z"},"links":{"cited_paper":"/paper/2309.05273","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:a3e30cd041cd14faeff354f52ce8d81778a6c124e6e1a72dea6296502dcb2cf0","observation_id":"03be5b9f-108c-4500-bd4d-698f68ddd5c4","resolution":{"observed_at":"2026-08-11T05:29:59.625264Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2402.02460","last_updated":"2024-02-12T01:10:12Z","snapshot_observed_at":"2026-08-13T04:27:24.981175Z","submitted_at":"2024-02-04T12:21:38Z","title":"Review of multimodal machine learning approaches in healthcare","version":2},"cited_work":{"arxiv_id":"2402.02460","doi":"10.48550/arxiv.2402.02460","metadata_source":"pith","pith_arxiv_id":"2402.02460","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"Review of multimodal machine learning approaches in healthcare","venue":"cs.LG","work_id":"1589212e-7ed7-4d4e-8db8-5d2a49f83fa3","year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.113452Z"},"links":{"cited_paper":"/paper/2402.02460","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:98ef32967f3e7b222d3e337c984d462a316616d5fb5eef9e92fa1ef364334ad8","observation_id":"a7addf5e-020b-416c-acff-15415b34a445","resolution":{"observed_at":"2026-08-11T05:29:59.608958Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.117651Z","title":"Multi-modality approaches for medical support systems: A systematic review of the last decade","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.117651Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:50a52946fa7bb896b4a1848b0146231de532323058f4ca61f923fef58ba6c8d9","observation_id":"91960538-1c39-4f53-8661-2f2b1b7e27f1","resolution":{"observed_at":"2026-08-11T05:29:59.117651Z","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":"2026-08-11T05:29:59.121314Z","title":"Multimodal machine learning in precision health: A scoping review","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.121314Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:88823e29b30222b74a2114aabbb4d9691432fa0e90acf347c76af1a77a91141d","observation_id":"29590934-5fb3-4736-917a-fe163e2d8d4e","resolution":{"observed_at":"2026-08-11T05:29:59.121314Z","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":"10.1117/12.2587825","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.582673Z","title":"Performance evaluation of multimodal deep learning: object identification using UAV dataset","venue":null,"work_id":"dfd4685d-4183-477d-8ef6-b0237b398af0","year":2021},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.125064Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:923eb45aada1fed078ff8a7c9404332f8a02403c46d3fa88abca807341eb6f97","observation_id":"50e67252-f0d9-4ee2-91b0-55dba6fa1156","resolution":{"observed_at":"2026-08-11T05:29:59.586828Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.128950Z","title":"Rethinking Multimodal Content Moderation from an Asymmetric Angle with Mixed-modality","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.128950Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:99199bc91c5c337d8d95a725185e55ce015deec49e5d61e5e34a83be6d6e0325","observation_id":"01a96973-4a5e-4872-af35-f80226cb73aa","resolution":{"observed_at":"2026-08-11T05:29:59.128950Z","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":"2026-08-11T05:29:59.132768Z","title":"Robust Person Re-identification with Multi-Modal Joint Defence","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.132768Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:09802c63256da21f23d9186031eef04af93522f6e5f7a20dd705069594e3a96c","observation_id":"ced41133-055f-44be-a666-f93268c3ee60","resolution":{"observed_at":"2026-08-11T05:29:59.132768Z","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":"10.1108/k-04-2023-0723/full/xml","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.571063Z","title":"Understanding public opinions on chinese short video platform by multimodal sentiment analysis using deep learning-based techniques","venue":null,"work_id":"ee03e8be-b967-4c71-86e0-d51e0aef557f","year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.136882Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:3dc0688988094f62230271be71f0515b2fcd8e8de5ee78eaebd6b75841fd2bfe","observation_id":"dd70f3f8-ed75-498a-bbc6-202820019aa7","resolution":{"observed_at":"2026-08-11T05:29:59.575217Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1108/k-04-2024-0914/full/xml","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.558715Z","title":"MAMSC: a semantic enhanced representation model for public opinion key node recognition based on multianchor mapping in semantic communities","venue":null,"work_id":"c2924284-af3e-428f-a380-91e30854acd6","year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.140951Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:3b83c55dced2917413f85df8cdf34299c3237432961502db0d334d965f5934c9","observation_id":"6c7505f9-0107-461e-87ac-88329ea9d099","resolution":{"observed_at":"2026-08-11T05:29:59.563262Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/app11146271","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.546745Z","title":"Detection and Evaluation of Machine Learning Bias","venue":null,"work_id":"6e6db09f-34ca-4f0f-b93a-8c569e18b354","year":2021},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.144624Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:d701a18106ac1a7f07af216afa19a4a529037dd727fea21dca45a916e462b578","observation_id":"a1eb9065-5841-49e0-97de-53b72835cbfd","resolution":{"observed_at":"2026-08-11T05:29:59.550721Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.148258Z","title":"Bias in Machine Learning: A Literature Review","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.148258Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:880e1f1bfc3989df51dd475a484b06212319c38e7e3260c8ffeae51ae39f6f29","observation_id":"a8d561a1-dd10-41c4-a63f-659311b9cb23","resolution":{"observed_at":"2026-08-11T05:29:59.148258Z","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":"2026-08-11T05:29:59.151786Z","title":"A Survey on Bias and Fairness in Machine Learning","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.151786Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:ea43df612447ce370a2a289639f700d6181fe8ab9265ae16ecd224daab6f77ab","observation_id":"6c815ed2-5b2d-45a1-a6b4-0fb3fb041fbf","resolution":{"observed_at":"2026-08-11T05:29:59.151786Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1906.10169","last_updated":"2020-03-23T11:25:27Z","snapshot_observed_at":"2026-08-11T13:52:56.077354Z","submitted_at":"2019-06-24T18:55:24Z","title":"RUBi: Reducing Unimodal Biases in Visual Question Answering","version":2},"cited_work":{"arxiv_id":"1906.10169","doi":"10.48550/arxiv.1906.10169","metadata_source":"pith","pith_arxiv_id":"1906.10169","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"RUBi: Reducing Unimodal Biases in Visual Question Answering","venue":"cs.CV","work_id":"f2c998b7-e199-486e-8be7-87c6eac0e4af","year":2019},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.155384Z"},"links":{"cited_paper":"/paper/1906.10169","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:47d1042ec0846589cf939813fc4c9f64d77dcad24111ace7dd382fba1a670eb2","observation_id":"88995298-13ca-47bf-9f2d-d18cd283fbea","resolution":{"observed_at":"2026-08-11T05:29:59.525050Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2106.13219","last_updated":"2021-06-24T17:52:43Z","snapshot_observed_at":"2026-08-13T18:57:44.816842Z","submitted_at":"2021-06-24T17:52:43Z","title":"Towards Understanding and Mitigating Social Biases in Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.13219","snapshot_observed_at":"2026-08-11T05:29:59.159231Z","title":"Towards Understanding and Mitigating Social Biases in Language Models","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.159231Z"},"links":{"cited_paper":"/paper/2106.13219","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:ba3a7f2517e61948d045657246e5c48ef0de3324e40c999e02335dbeeb38511b","observation_id":"c69708a8-6815-44f3-a102-74b7a5523bde","resolution":{"observed_at":"2026-08-11T05:29:59.159231Z","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":"2026-08-11T05:29:59.163031Z","title":"Biases in Large Language Models: Origins, Inventory, and Discussion","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.163031Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:689d63b9b428596701344edcb4cf415eef6aa0f0865e2c37da3dc32921a83b02","observation_id":"bb15e2b5-008c-4253-aa54-28cd637d1cd6","resolution":{"observed_at":"2026-08-11T05:29:59.163031Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.18346","last_updated":"2024-11-13T17:17:43Z","snapshot_observed_at":"2026-08-13T00:44:04.391868Z","submitted_at":"2024-03-27T08:38:49Z","title":"Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.18346","snapshot_observed_at":"2026-08-11T05:29:59.166768Z","title":"Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.166768Z"},"links":{"cited_paper":"/paper/2403.18346","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:2e6acc87b356bb203686454f59bd164759be08982cea2edd53578fd35d32440a","observation_id":"6b3b2cbb-b4fe-4d3f-a766-5dad0cb59064","resolution":{"observed_at":"2026-08-11T05:29:59.166768Z","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":"2026-08-11T05:30:00.653639Z","title":null,"venue":null,"work_id":"1df7270b-2cd0-48b8-97ef-a4373a7a2c0a","year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.170840Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:53e79d7cbd0b598198c4c520c013dc2539b623a1444880117617a1c349d922e4","observation_id":"110e5ad3-d7da-4b18-892e-bd89acad4595","resolution":{"observed_at":"2026-08-11T05:30:00.657679Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.174688Z","title":"Kotek, R","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.174688Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:86b40f84a83a9e5cca3b4513364ccbeed04ef7143cda260231c5097c70be2d6a","observation_id":"366e0d0c-b120-4d42-b346-80982db41e9c","resolution":{"observed_at":"2026-08-11T05:29:59.174688Z","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":"2026-08-11T05:29:59.178469Z","title":"Manzini, L","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.178469Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:30f7b3cb127cef95d5e1bfa51a8c2e8e48c0162440bdcf6ac9af6aadbc3821fc","observation_id":"d966641d-4b3f-4f03-a520-437fa993e924","resolution":{"observed_at":"2026-08-11T05:29:59.178469Z","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":"2026-08-11T05:29:59.182410Z","title":"Discover and Mitigate Multiple Biased Subgroups in Image Classifiers","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.182410Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:94f9afadf7efa661f6c67e8ceaa1a542eaabbe75c22e3ebf46ad90965356e310","observation_id":"7afa112d-7565-4259-baa1-9fcbe879ee53","resolution":{"observed_at":"2026-08-11T05:29:59.182410Z","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":"2026-08-11T05:30:00.641228Z","title":"Boury-Brisset and J","venue":null,"work_id":"796a6983-1d0e-46ca-83cb-f822d918e3a6","year":2020},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.185973Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:d27a50acac7c90610d4ef33a1e90fe1fd59a07eadccfa710c52f46ff8728056e","observation_id":"2ace0a52-d8b3-44b5-840a-eba4ab68b982","resolution":{"observed_at":"2026-08-11T05:30:00.645403Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.189624Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.189624Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:07c0f588e6887d8b46f7208d2a9a958fcc07c2beaf463cb798c5089feb89c527","observation_id":"1c9d16a2-b774-49ff-86e1-d5af30770890","resolution":{"observed_at":"2026-08-11T05:29:59.189624Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2004.07173","last_updated":"2020-04-15T15:58:05Z","snapshot_observed_at":"2026-08-03T19:30:01.712941Z","submitted_at":"2020-04-15T15:58:05Z","title":"Bias in Multimodal AI: Testbed for Fair Automatic Recruitment","version":1},"cited_work":{"arxiv_id":"2004.07173","doi":"10.48550/arxiv.2004.07173","metadata_source":"pith","pith_arxiv_id":"2004.07173","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"Bias in Multimodal AI: Testbed for Fair Automatic Recruitment","venue":"cs.CV","work_id":"2f90b565-ba47-4ad4-a0ec-6dc6c346e144","year":2020},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.193636Z"},"links":{"cited_paper":"/paper/2004.07173","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:a7244430754f7327f10a397a1e4567a9954f283a03bca0618294727b49d04fc7","observation_id":"fb66be9d-c566-4b70-acd7-e08e583dcec8","resolution":{"observed_at":"2026-08-11T05:29:59.474846Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.197535Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.197535Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:43ae2fc22e7eab012534cc3ec210f085ddd062969e3284c9a4f3ab951e659f0d","observation_id":"c80d3572-7d17-4f12-bc10-42ca134c612d","resolution":{"observed_at":"2026-08-11T05:29:59.197535Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1811.03259","last_updated":"2018-11-08T04:15:28Z","snapshot_observed_at":"2026-08-11T05:03:04.351048Z","submitted_at":"2018-11-08T04:15:28Z","title":"Bias and Generalization in Deep Generative Models: An Empirical Study","version":1},"cited_work":{"arxiv_id":"1811.03259","doi":"10.48550/arxiv.1811.03259","metadata_source":"pith","pith_arxiv_id":"1811.03259","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"Bias and Generalization in Deep Generative Models: An Empirical Study","venue":"cs.LG","work_id":"c318b209-8553-4487-a389-aa390c096ed6","year":2018},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.201449Z"},"links":{"cited_paper":"/paper/1811.03259","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:221ab4213c0a2fbd10a28bb2960caf0fcf685c088fde8539b6a25ac50d61b040","observation_id":"9ced4518-b895-4ec0-bd55-b009b4046652","resolution":{"observed_at":"2026-08-11T05:29:59.457711Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2203.11933","last_updated":"2022-10-26T03:19:13Z","snapshot_observed_at":"2026-08-13T16:17:47.418189Z","submitted_at":"2022-03-22T17:59:04Z","title":"A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.11933","snapshot_observed_at":"2026-08-11T05:29:59.205351Z","title":"A Prompt Array Keeps the Bias Away: Debiasing Vision-Language Models with Adversarial Learning","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.205351Z"},"links":{"cited_paper":"/paper/2203.11933","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:8eca98a6f761bc08b6e172cfced94e1a592d3400bfe2164a6d35e88ab9f53941","observation_id":"3aaf6f4a-1186-4b35-b14d-94cb55c85ff0","resolution":{"observed_at":"2026-08-11T05:29:59.205351Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.05023","last_updated":"2024-07-05T04:10:06Z","snapshot_observed_at":"2026-08-13T00:59:36.696679Z","submitted_at":"2024-03-08T03:55:27Z","title":"Towards Multimodal Sentiment Analysis Debiasing via Bias Purification","version":2},"cited_work":{"arxiv_id":"2403.05023","doi":"10.48550/arxiv.2403.05023","metadata_source":"pith","pith_arxiv_id":"2403.05023","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"Towards Multimodal Sentiment Analysis Debiasing via Bias Purification","venue":"cs.CL","work_id":"54662acb-5ac2-403d-903f-dcf3ec4a1d43","year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.209316Z"},"links":{"cited_paper":"/paper/2403.05023","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:fc2bd3200d233c23bc259f7bbe2ce87c84cae2c132a63708bc6c5af2da307bf6","observation_id":"8f788e43-b406-48f1-83cd-526832aee9b1","resolution":{"observed_at":"2026-08-11T05:29:59.426913Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"0055.2020","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.909844Z","title":"Alasadi, R","venue":null,"work_id":"8733eaee-3b0d-420b-a3fb-5d74f129fffb","year":2020},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.213340Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:41922bf1f1118f661dd2810b65f497ee6f9999d868b9741c4869b9fb4ada6409","observation_id":"a4546884-f102-4947-bb60-8a3b5e45b573","resolution":{"observed_at":"2026-08-11T05:29:59.916023Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.221206Z","title":"Acosta, N","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.221206Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:5ca0b7c97e1e01a6f688a127bb978dad47ddbbd64371061afb5866cd41e45150","observation_id":"7600dbcc-67da-4f10-8e4c-24f26cafb291","resolution":{"observed_at":"2026-08-11T05:29:59.221206Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.13855","last_updated":"2023-04-26T22:53:31Z","snapshot_observed_at":"2026-08-13T11:54:24.630936Z","submitted_at":"2023-04-26T22:53:31Z","title":"Multimodal Composite Association Score: Measuring Gender Bias in Generative Multimodal Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.13855","snapshot_observed_at":"2026-08-11T05:29:59.224697Z","title":"Mandal, S","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.224697Z"},"links":{"cited_paper":"/paper/2304.13855","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:1ee4c195bce4813a59ec997c9ca6e67f124ff181b193e69aa18405dfbacdb086","observation_id":"285212ff-c840-4f5f-a262-324a235a0533","resolution":{"observed_at":"2026-08-11T05:29:59.224697Z","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":"2026-08-11T05:30:00.628712Z","title":"Frontiers of multimodal learning: A responsible AI approach","venue":null,"work_id":"49722280-c157-4428-bb15-f96be50903c8","year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.228246Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:f8e59bc6e71505f40fe7db458c3d28d0fa7693a0bf7ee2dc4f146c77d161994e","observation_id":"ebbccbd9-1e35-4353-b62c-7c5f20017004","resolution":{"observed_at":"2026-08-11T05:30:00.633317Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1912.00578","last_updated":"2019-12-02T04:14:39Z","snapshot_observed_at":"2026-07-06T08:41:16.965489Z","submitted_at":"2019-12-02T04:14:39Z","title":"Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models","version":1},"cited_work":{"arxiv_id":"1912.00578","doi":"10.48550/arxiv.1912.00578","metadata_source":"pith","pith_arxiv_id":"1912.00578","snapshot_observed_at":"2026-08-11T06:16:19.390415Z","title":"Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models","venue":"cs.CV","work_id":"b5822daa-dc48-4687-af09-87dd028b5727","year":2019},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.231949Z"},"links":{"cited_paper":"/paper/1912.00578","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:eac69e12845ef8776dd2dfe6a9a5f87cc88d79a362cf867d5cb08f008bf6295d","observation_id":"3052b215-d242-4147-8ee9-eb6e87ce2395","resolution":{"observed_at":"2026-08-11T05:29:59.396401Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+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":"2026-08-11T05:29:59.235717Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.235717Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:73f1f7968f89c936103104a6d40322af457837e35cb6575e1faeddbf987eac28","observation_id":"0d95c21b-f1dc-431f-b96a-fbe89e0f7cda","resolution":{"observed_at":"2026-08-11T05:29:59.235717Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.12734","last_updated":"2023-03-16T17:36:37Z","snapshot_observed_at":"2026-08-13T12:23:12.181810Z","submitted_at":"2023-03-16T17:36:37Z","title":"MultiModal Bias: Introducing a Framework for Stereotypical Bias Assessment beyond Gender and Race in Vision Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.12734","snapshot_observed_at":"2026-08-11T05:29:59.239310Z","title":"Janghorbani and G","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.239310Z"},"links":{"cited_paper":"/paper/2303.12734","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:3ad5ee48515d664f2f60083a09a0ae59c4743eb7cc829ff47df177e95a269f7e","observation_id":"777b37ad-4c59-4df3-97bf-49295ac9ae34","resolution":{"observed_at":"2026-08-11T05:29:59.239310Z","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":"10.18653/v1/2021.naacl-main.294","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.355947Z","title":"Sawhney, A","venue":null,"work_id":"f06737da-ed49-499d-abdc-2998e6df4aef","year":2021},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.243168Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:0058cd9fa228f89e7ca03d42f9d7bb7563a305a764389ddb86f6fe5685a858ae","observation_id":"66ccc0eb-befb-4176-8d97-a3a4ee8caeaf","resolution":{"observed_at":"2026-08-11T05:29:59.360317Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1073/pnas.2211613120","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.343851Z","title":null,"venue":null,"work_id":"28e76cdf-ce7c-4d1a-90bb-362c8376f770","year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.246839Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:db3086725450898dabd3d511edc71967ffcd32b74c6fa68a3328816f7f8eaa51","observation_id":"3afbabf8-3f8a-4892-99fa-37536eef9332","resolution":{"observed_at":"2026-08-11T05:29:59.347963Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2205.08383","last_updated":"2022-05-11T20:03:25Z","snapshot_observed_at":"2026-08-13T15:45:32.332736Z","submitted_at":"2022-05-11T20:03:25Z","title":"Bias and Fairness on Multimodal Emotion Detection Algorithms","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2205.08383","snapshot_observed_at":"2026-08-11T05:29:59.250497Z","title":"Schmitz, R","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.250497Z"},"links":{"cited_paper":"/paper/2205.08383","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:d84e815d0ee48db3042d34369978f7736311d253bfbab503a606ead755ec7c98","observation_id":"59766b7c-55b7-4e78-890a-154c0aadb7a1","resolution":{"observed_at":"2026-08-11T05:29:59.250497Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.04547","last_updated":"2024-03-07T14:43:17Z","snapshot_observed_at":"2026-08-13T04:00:43.704390Z","submitted_at":"2024-03-07T14:43:17Z","title":"CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.04547","snapshot_observed_at":"2026-08-11T05:29:59.254541Z","title":"Alabdulmohsin, X","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":48,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.254541Z"},"links":{"cited_paper":"/paper/2403.04547","citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:fd0a00f96bc696c8690ced8cb4ca9ea1d2caf9653e5854217cbf0db6afaf0b81","observation_id":"02da22e6-1107-4479-b392-a9f9bb669f63","resolution":{"observed_at":"2026-08-11T05:29:59.254541Z","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":"2026-08-11T05:29:59.258206Z","title":"Srinivasan and Y","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":49,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.258206Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:457dd651507ea0f3c071b8581f8f9e5a6dbf13c217bad430dba614f34b3c4a98","observation_id":"c214f123-b3a7-4b64-87ae-fd3e1dd05df0","resolution":{"observed_at":"2026-08-11T05:29:59.258206Z","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":"2026-08-11T05:29:59.262100Z","title":"Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-Based Recruitment","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":50,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.262100Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:5775e57e8ed54307faeccd97588fb55a03bd2cd676122d5917c969a06c6d8065","observation_id":"f49643e4-3c9f-4ef9-a63d-019d20bb26b6","resolution":{"observed_at":"2026-08-11T05:29:59.262100Z","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":"10.1016/j.neuron.2012.04.034","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:29:59.293686Z","title":null,"venue":null,"work_id":"98f72020-7ce0-45bd-b8cb-83415bd24351","year":2012},"citing_paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models","version":1},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-08-11T05:29:59.265768Z"},"links":{"citing_paper":"/paper/2412.17505"},"observation_digest":"sha256:bef0182a40fbfa93072be284097c6dbbeb8afe19322d9d073fd83488559c4dbd","observation_id":"ce321b44-2518-43fe-afdb-c85c52b372e3","resolution":{"observed_at":"2026-08-11T05:29:59.298862Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2412.17505","last_updated":"2024-12-23T12:04:28Z","latest_version":1,"primary_category":"stat.ML","snapshot_observed_at":"2026-08-13T01:18:51.863139Z","submitted_at":"2024-12-23T12:04:28Z","title":"More is Less? A Simulation-Based Approach to Dynamic Interactions between Biases in Multimodal Models"},"reference_resolution":{"displayed":50,"state_counts":{"malformed_identifier":0,"metadata_mismatch":1,"parse_uncertain":0,"unresolved":28,"verified_exact":19,"verified_fuzzy":2},"total_outbound_references":50},"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":"2026-08-13T06:32:02.005865+00:00","source":"crossref"},{"observed_at":"2026-08-13T06:31:53.387327+00:00","source":"retraction_watch"}],"thesis":"As of 13 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2412.17505."}