{"as_of":"2026-08-14T10:34:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:e6dc00b0c368caa6ce467b7816faa49f82365457f6ce925730da6678364df1d2","coverage":[{"denominator":33,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":33,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T12:43:20.965633Z","state":"measured"},{"denominator":37,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":37,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-14T06:32:32.682623+00:00","state":"measured"},{"denominator":4,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":4,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-08T18:12:33.360153Z","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":"2026-05-11T12:33:33.763644Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"cited_work":{"arxiv_id":"2412.13949","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2412.13949","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":null,"venue":null,"work_id":"f9066cd9-4ff5-4791-9083-1d2a9497cf23","year":2024},"citing_paper":{"arxiv_id":"2404.18930","last_updated":"2025-04-01T18:36:08Z","snapshot_observed_at":"2026-08-06T19:08:14.800394Z","submitted_at":"2024-04-29T17:59:41Z","title":"Hallucination of Multimodal Large Language Models: A Survey","version":2},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-05-11T12:33:32.631346Z"},"links":{"cited_paper":"/paper/2412.13949","citing_paper":"/paper/2404.18930"},"observation_digest":"sha256:c628f6bc8d377c81230d2d3fd0622d600b200420c77ced2f1914a8929739a5e3","observation_id":"a312a27b-331a-44a4-ac26-75a937c88a82","resolution":{"observed_at":"2026-05-11T12:33:33.765876Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.13949","snapshot_observed_at":"2026-08-08T18:12:33.360153Z","title":"Cracking the code of hallucination in lvlms with vision-aware head divergence","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.05759","last_updated":"2025-09-07T05:43:06Z","snapshot_observed_at":"2026-08-09T07:10:57.156610Z","submitted_at":"2025-02-09T03:37:06Z","title":"Reinforced Lifelong Editing for Language Models","version":4},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-08T18:12:33.360153Z"},"links":{"cited_paper":"/paper/2412.13949","citing_paper":"/paper/2502.05759"},"observation_digest":"sha256:fa1e10e8e7f7ff9c27c29113598fb3a6c9f2d2eb42f3a452953e53d7715dec57","observation_id":"e8b80c7e-2716-4599-af91-a96d5d6be162","resolution":{"observed_at":"2026-08-08T18:12:33.360153Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.13949","snapshot_observed_at":"2026-08-04T08:14:36.018675Z","title":"Cracking the code of hallucination in lvlms with vision-aware head divergence.arXiv preprint arXiv:2412.13949,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.22067","last_updated":"2026-05-29T17:43:25Z","snapshot_observed_at":"2026-08-06T06:21:50.480419Z","submitted_at":"2025-10-24T23:04:26Z","title":"Capturing Gaze Shifts for Guidance: Cross-Modal Fusion Enhancement for VLM Hallucination Mitigation","version":3},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-04T08:14:36.018675Z"},"links":{"cited_paper":"/paper/2412.13949","citing_paper":"/paper/2510.22067"},"observation_digest":"sha256:c25b0278e74f8d0c6ab1d3962511f145cefba01a1a76d7621768e9838b416c79","observation_id":"44510d44-ff8f-4659-942a-4ce9cc822da4","resolution":{"observed_at":"2026-08-04T08:14:36.018675Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.13949","snapshot_observed_at":"2026-08-03T07:33:40.652321Z","title":"arXiv preprint arXiv:2412.13949","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.29412","last_updated":"2026-07-31T13:33:51Z","snapshot_observed_at":"2026-08-08T13:46:05.938586Z","submitted_at":"2026-07-31T13:33:51Z","title":"Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs","version":1},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-03T07:33:40.652321Z"},"links":{"cited_paper":"/paper/2412.13949","citing_paper":"/paper/2607.29412"},"observation_digest":"sha256:9f7803714cf7f3319ceded94e6b155ad5c50b53e3f3993ab75f6dc47a870d1ee","observation_id":"757db526-452f-44f0-8e53-59a546bb89d4","resolution":{"observed_at":"2026-08-03T07:33:40.652321Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2412.13949/citation-record","integrity":"/paper/2412.13949/integrity","json":"/paper/2412.13949/citation-record.json","paper":"/paper/2412.13949"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T12:43:20.811674Z","title":"online\" 'onlinestring :=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.811674Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:93519bfb315bfee5d5e253019cceeff4ccd9889e5aeb6dfb7d3c59bef8a404eb","observation_id":"1c11ad0e-ef6e-4c02-8606-7ef30df03be3","resolution":{"observed_at":"2026-08-11T12:43:20.811674Z","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":"2026-08-11T12:43:20.816513Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.816513Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:2060e6848b4e5369ee507444e2a7f2b24b7a59d54b9da580fb9b844b3a171ebd","observation_id":"8e71665b-7eb8-4f55-81be-8400968c6aa9","resolution":{"observed_at":"2026-08-11T12:43:20.816513Z","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":"2026-08-11T12:43:21.404898Z","title":null,"venue":null,"work_id":"eac8a081-14c1-46ce-aba9-c1c931540732","year":2025},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.822418Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:f6d8b2a8740b61b1a3abe6d6f59d3dcd3d297908e6c46c09adfae39512aa5404","observation_id":"6751a97c-4e3b-4c7f-aa76-c567528d8893","resolution":{"observed_at":"2026-08-11T12:43:21.408952Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2309.03883","last_updated":"2024-03-11T02:01:09Z","snapshot_observed_at":"2026-08-06T11:43:44.726916Z","submitted_at":"2023-09-07T17:45:31Z","title":"DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.03883","snapshot_observed_at":"2026-08-11T12:43:20.827402Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.827402Z"},"links":{"cited_paper":"/paper/2309.03883","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:b0a003177e443382a9a9cebb9527c298b192d42b109e385f17c90aa1a388a76f","observation_id":"26a38433-087b-400f-9d5c-cc8967f77886","resolution":{"observed_at":"2026-08-11T12:43:20.827402Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.06500","last_updated":"2023-06-15T08:00:18Z","snapshot_observed_at":"2026-08-13T18:58:34.541884Z","submitted_at":"2023-05-11T00:38:10Z","title":"InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.06500","snapshot_observed_at":"2026-08-11T12:43:20.832959Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.832959Z"},"links":{"cited_paper":"/paper/2305.06500","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:39338eeb77319a56be38fdb265bacae6b4296c558399a2d707e396c7c85c3c1a","observation_id":"e5efbf6c-b5de-49cc-842c-0235872fef2a","resolution":{"observed_at":"2026-08-11T12:43:20.832959Z","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":"2026-08-11T12:43:21.390631Z","title":null,"venue":null,"work_id":"48faeff7-30bd-4c57-80a2-0b802fa6f355","year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.837451Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:4f0eba6e82c3e32a038d1542e6561958d214e8cb9553e817b0fd130eae22c1ee","observation_id":"ef6ed717-92a4-4b99-ba59-39e07dcf5d0b","resolution":{"observed_at":"2026-08-11T12:43:21.395639Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.02355","last_updated":"2025-04-22T16:15:47Z","snapshot_observed_at":"2026-08-14T07:19:12.185353Z","submitted_at":"2024-10-03T10:06:27Z","title":"AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.02355","snapshot_observed_at":"2026-08-11T12:43:20.841680Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.841680Z"},"links":{"cited_paper":"/paper/2410.02355","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:6cd198a76c1b4da7da9ac6a01a695eb9cb74d1a61ae3589614db3fe30246d99d","observation_id":"5c220af7-0bcb-4b87-82fc-7bdcdfe3e126","resolution":{"observed_at":"2026-08-11T12:43:20.841680Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.15683","last_updated":"2025-03-06T03:59:59Z","snapshot_observed_at":"2026-08-12T23:58:38.629483Z","submitted_at":"2024-05-24T16:21:59Z","title":"Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.15683","snapshot_observed_at":"2026-08-11T12:43:20.846492Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.846492Z"},"links":{"cited_paper":"/paper/2405.15683","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:2a08b0f9be0bc75c1650cca47597f8f757783dfc3ed7b49dbc689ff3bd571786","observation_id":"dd45b27f-652f-442f-a452-7d103f9e966e","resolution":{"observed_at":"2026-08-11T12:43:20.846492Z","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":"2026-08-11T12:43:20.851434Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.851434Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:195f74b87895677d41b0192b4eb6ac67498f23eab2cf47670c6e20d91c5cb18c","observation_id":"3ec7d62f-a2a5-45c4-8661-85aca8f99fed","resolution":{"observed_at":"2026-08-11T12:43:20.851434Z","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":"2026-08-11T12:43:20.855411Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.855411Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:d4b7ac960d89d518ed6f0fccea9d933c22e6faeabd3e2562c399a0940c67d55a","observation_id":"4646c0dd-0fd3-4cf7-b55d-02bd2ee883d9","resolution":{"observed_at":"2026-08-11T12:43:20.855411Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.06171","last_updated":"2024-11-09T13:02:36Z","snapshot_observed_at":"2026-08-12T23:44:28.019868Z","submitted_at":"2024-11-09T13:02:36Z","title":"SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.06171","snapshot_observed_at":"2026-08-11T12:43:20.859981Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.859981Z"},"links":{"cited_paper":"/paper/2411.06171","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:0a5b865c21e1a8d91f3d08f0583d8a0b7e413740ac14cccf6f2132fa7f2b32b4","observation_id":"53701d4e-aef9-4bf9-a3b2-f13ccb3964a7","resolution":{"observed_at":"2026-08-11T12:43:20.859981Z","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":"2026-08-11T12:43:20.865046Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.865046Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:5157a72e3e77bdd43b3a3d11f89aea357c8390bf607220302da28d392a012187","observation_id":"852d9e6c-b547-4d55-bf36-7a83ede693d6","resolution":{"observed_at":"2026-08-11T12:43:20.865046Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.01920","last_updated":"2024-06-04T03:04:21Z","snapshot_observed_at":"2026-08-13T13:43:06.888524Z","submitted_at":"2024-06-04T03:04:21Z","title":"CODE: Contrasting Self-generated Description to Combat Hallucination in Large Multi-modal Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.01920","snapshot_observed_at":"2026-08-11T12:43:20.868840Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.868840Z"},"links":{"cited_paper":"/paper/2406.01920","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:79f1d9a8091b8397c5f13fdc3c251ab91ae336f3451791d034e2f3b15a14632e","observation_id":"77dc4f56-eb85-490c-948d-0e441ef5d38a","resolution":{"observed_at":"2026-08-11T12:43:20.868840Z","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":"2026-08-11T12:43:20.873166Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.873166Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:ec88a1492fc0f943ec407f66052c3f94c489df635fed41d2723166cc39b539e0","observation_id":"465d8076-a4b8-441f-a48e-61b0246e0708","resolution":{"observed_at":"2026-08-11T12:43:20.873166Z","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":"2026-08-11T12:43:20.876950Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.876950Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:7c369cfc028dc2ce85011e207c734c1b14fbad3a59bf1cad4a8a47802a6682b6","observation_id":"f1a91355-895d-4cc7-bef2-c7f7e9897964","resolution":{"observed_at":"2026-08-11T12:43:20.876950Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.10355","last_updated":"2023-10-26T02:52:40Z","snapshot_observed_at":"2026-08-12T18:48:30.326248Z","submitted_at":"2023-05-17T16:34:01Z","title":"Evaluating Object Hallucination in Large Vision-Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.10355","snapshot_observed_at":"2026-08-11T12:43:20.881241Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.881241Z"},"links":{"cited_paper":"/paper/2305.10355","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:5c0c8c3cd94671f7f7609079a21ad6e0319502940b7861921128dacdd8d5cd81","observation_id":"1dc3a95c-347e-4463-8940-97ada321e36c","resolution":{"observed_at":"2026-08-11T12:43:20.881241Z","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":"2026-08-11T12:43:20.887452Z","title":null,"venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.887452Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:8a7a451d912c886261cfad29f03d9131f82a0197080a6d39871ccf139e4f1af6","observation_id":"acfea5aa-92d0-4f0f-b6b4-f05727b55afe","resolution":{"observed_at":"2026-08-11T12:43:20.887452Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.00253","last_updated":"2024-05-06T01:10:01Z","snapshot_observed_at":"2026-08-13T12:48:26.884823Z","submitted_at":"2024-02-01T00:33:21Z","title":"A Survey on Hallucination in Large Vision-Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.00253","snapshot_observed_at":"2026-08-11T12:43:20.892167Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.892167Z"},"links":{"cited_paper":"/paper/2402.00253","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:6b0292ad180e369f33094067a1eab57037faafdb22bbc04535748cee19ab464d","observation_id":"363d84b1-f26a-45e4-ac01-f7e27bca5ba7","resolution":{"observed_at":"2026-08-11T12:43:20.892167Z","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":"2026-08-11T12:43:20.897048Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.897048Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:04ad0dde380f12278a7df90c1271e8c66bec4adb363007c603ddce51557b4371","observation_id":"7504002f-68ca-4ed6-b2bb-69c304084589","resolution":{"observed_at":"2026-08-11T12:43:20.897048Z","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":"2026-08-11T12:43:20.902574Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.902574Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:09a07f553c5439224e0b4285e0b1983cb72d0e5b8625d3e9fd618f417d5efe05","observation_id":"d11e4fa5-2dbb-4992-9386-582fa1171ae7","resolution":{"observed_at":"2026-08-11T12:43:20.902574Z","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":"2026-08-11T12:43:21.322308Z","title":null,"venue":null,"work_id":"6ed86d1d-8f0b-4a2d-820d-4989980e155f","year":2021},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.907329Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:f16a6b1c61b667fcc443cc0f894634ccc039c64ab064d55461dab7685eafa8e9","observation_id":"a7270439-2564-4f0e-86ca-5f4c437e1d7a","resolution":{"observed_at":"2026-08-11T12:43:21.326868Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.18624","last_updated":"2025-05-01T18:40:41Z","snapshot_observed_at":"2026-08-13T00:19:34.862932Z","submitted_at":"2024-04-29T11:52:20Z","title":"Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations?","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.18624","snapshot_observed_at":"2026-08-11T12:43:20.913891Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.913891Z"},"links":{"cited_paper":"/paper/2404.18624","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:b6376d736c6314af56e0d0055ba13d0458afc5e15e6d0aebc2080aebe4fa51fa","observation_id":"a743814e-47b3-472e-ad4b-8c60f1159b28","resolution":{"observed_at":"2026-08-11T12:43:20.913891Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1809.02156","last_updated":"2019-03-29T23:48:52Z","snapshot_observed_at":"2026-08-10T08:25:28.506770Z","submitted_at":"2018-09-06T18:25:18Z","title":"Object Hallucination in Image Captioning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1809.02156","snapshot_observed_at":"2026-08-11T12:43:20.918491Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.918491Z"},"links":{"cited_paper":"/paper/1809.02156","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:d9f340508e4c151aa88667762b3a5185e8500d27bb09109895e64ccb81ec90f6","observation_id":"938cef05-60ed-44aa-93d0-a7ae7db50ecd","resolution":{"observed_at":"2026-08-11T12:43:20.918491Z","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":"2026-08-11T12:43:21.308280Z","title":null,"venue":null,"work_id":"7e1c4541-55fb-42f7-bd86-ca67ea090373","year":2014},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.922842Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:562ade52173ebe05e934e0f1bf8bc14283496062d893a9756ddcb2536f22a237","observation_id":"785363bd-5926-4f3f-bea9-0204f4115fe0","resolution":{"observed_at":"2026-08-11T12:43:21.313355Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.16045","last_updated":"2024-12-11T02:46:29Z","snapshot_observed_at":"2026-08-13T05:41:56.516364Z","submitted_at":"2023-10-24T17:58:07Z","title":"Woodpecker: Hallucination Correction for Multimodal Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.16045","snapshot_observed_at":"2026-08-11T12:43:20.926824Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.926824Z"},"links":{"cited_paper":"/paper/2310.16045","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:5d970444f88b7b8d16de61b0ca7e87e7624da088a090601f6f45cf5082c0a868","observation_id":"648454db-7b70-4598-8b5d-59c1acd56623","resolution":{"observed_at":"2026-08-11T12:43:20.926824Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.09251","last_updated":"2025-06-19T05:02:13Z","snapshot_observed_at":"2026-08-13T15:00:21.023731Z","submitted_at":"2024-08-17T16:42:13Z","title":"V2X-VLM: End-to-End V2X Cooperative Autonomous Driving Through Large Vision-Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.09251","snapshot_observed_at":"2026-08-11T12:43:20.930998Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.930998Z"},"links":{"cited_paper":"/paper/2408.09251","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:42a00080cf2772a3151c949c7bc4604f40c0fb4c92e62fbd4c7dd9f1e2a723b6","observation_id":"78626cee-2c49-43ac-8f8f-8f2b7539c8aa","resolution":{"observed_at":"2026-08-11T12:43:20.930998Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.15910","last_updated":"2023-10-24T15:15:18Z","snapshot_observed_at":"2026-08-13T05:42:06.563426Z","submitted_at":"2023-10-24T15:15:18Z","title":"Characterizing Mechanisms for Factual Recall in Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.15910","snapshot_observed_at":"2026-08-11T12:43:20.936022Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.936022Z"},"links":{"cited_paper":"/paper/2310.15910","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:c6e8962caec7d02df51f4d422c00939d491905713f0cbe7bb208d95285acbe7d","observation_id":"0e209ca7-4ef9-4136-ab70-93ca35104476","resolution":{"observed_at":"2026-08-11T12:43:20.936022Z","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":"2026-08-11T12:43:20.940789Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.940789Z"},"links":{"citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:4548043013a3bbc09d03772e2640564f3bf0303d29714bd6d0cd260d5aa6c0dc","observation_id":"c8b21833-4ae1-47c7-ae05-a9c8f9666be5","resolution":{"observed_at":"2026-08-11T12:43:20.940789Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.09968","last_updated":"2024-11-15T05:51:29Z","snapshot_observed_at":"2026-08-13T01:32:02.986809Z","submitted_at":"2024-11-15T05:51:29Z","title":"Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.09968","snapshot_observed_at":"2026-08-11T12:43:20.946064Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.946064Z"},"links":{"cited_paper":"/paper/2411.09968","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:736ab726408601d9783f9c7d1d6e7ec6cb84f934d84f82d2bc184ebf06d00e95","observation_id":"28872082-b61b-4bc2-a25c-581e6cef690d","resolution":{"observed_at":"2026-08-11T12:43:20.946064Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.16839","last_updated":"2024-02-06T16:43:31Z","snapshot_observed_at":"2026-08-08T04:17:23.797697Z","submitted_at":"2023-11-28T14:54:37Z","title":"Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.16839","snapshot_observed_at":"2026-08-11T12:43:20.951273Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.951273Z"},"links":{"cited_paper":"/paper/2311.16839","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:1341f749f2b5834fe3c64d0239fb260ed1c59340983de75cf17eae57b8f22bc7","observation_id":"2148a53a-8626-47cb-a09f-a7016cf1aff6","resolution":{"observed_at":"2026-08-11T12:43:20.951273Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.00754","last_updated":"2024-03-16T19:28:08Z","snapshot_observed_at":"2026-08-13T00:44:34.883184Z","submitted_at":"2023-10-01T18:10:53Z","title":"Analyzing and Mitigating Object Hallucination in Large Vision-Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.00754","snapshot_observed_at":"2026-08-11T12:43:20.955977Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.955977Z"},"links":{"cited_paper":"/paper/2310.00754","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:c2f7aaa783b5119c29c5ab2cab25640f54e30bd46ee63f5f6c1a0bf88c3f7a15","observation_id":"f106274c-5400-4c35-a2f7-067bff2d52c4","resolution":{"observed_at":"2026-08-11T12:43:20.955977Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.13708","last_updated":"2025-02-24T13:31:08Z","snapshot_observed_at":"2026-08-12T22:20:48.207293Z","submitted_at":"2024-10-17T16:08:06Z","title":"On the Role of Attention Heads in Large Language Model Safety","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.13708","snapshot_observed_at":"2026-08-11T12:43:20.960610Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.960610Z"},"links":{"cited_paper":"/paper/2410.13708","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:fcdde31c6f4657262985b98dfb0f74fccaf59af5046ab5c1e4e3b6435e9d099e","observation_id":"5307c4f5-477f-40ef-9754-07e7bdedd5df","resolution":{"observed_at":"2026-08-11T12:43:20.960610Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.18476","last_updated":"2024-02-28T16:57:22Z","snapshot_observed_at":"2026-08-13T04:08:04.320949Z","submitted_at":"2024-02-28T16:57:22Z","title":"IBD: Alleviating Hallucinations in Large Vision-Language Models via Image-Biased Decoding","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.18476","snapshot_observed_at":"2026-08-11T12:43:20.965633Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence","version":3},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-11T12:43:20.965633Z"},"links":{"cited_paper":"/paper/2402.18476","citing_paper":"/paper/2412.13949"},"observation_digest":"sha256:896dc9683176f530e29ad38738cc72a3af2d1ab14769756508aabfe0efd94a85","observation_id":"034b01ce-ad86-45e9-8575-5fdf45b02967","resolution":{"observed_at":"2026-08-11T12:43:20.965633Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2412.13949","last_updated":"2025-06-10T09:53:09Z","latest_version":3,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-14T02:58:48.737712Z","submitted_at":"2024-12-18T15:29:30Z","title":"Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence"},"reference_resolution":{"displayed":33,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":33,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":33},"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":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"thesis":"As of 14 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 4 inbound Pith citation observations for arXiv:2412.13949."}