{"as_of":"2026-08-09T14:35:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:abdb7a5750c5089f8a0fc85d69fd6fd0ab1fb32826889dce2b69c2aa3716e8da","coverage":[{"denominator":71,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":71,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T04:18:05.137404Z","state":"measured"},{"denominator":71,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":71,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2608.01207/citation-record","integrity":"/paper/2608.01207/integrity","json":"/paper/2608.01207/citation-record.json","paper":"/paper/2608.01207"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:13.660953Z","title":"Aha Moment Revisited: Are","venue":null,"work_id":"9d95abc3-5556-48ec-9b9d-2646e7655d1a","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:56.779536Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:3fb7edb98476b8caeb60edf2168671191894f19b67b5f90636e2fced99140d40","observation_id":"6f7277ad-1bf1-4fdc-847d-541cbf4ace07","resolution":{"observed_at":"2026-08-06T04:18:13.768197Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:13.478841Z","title":"Derpanis and Babak Taati and Radek Grzeszczuk , journal =","venue":null,"work_id":"0ce5d6fb-3704-48af-b123-4a8d0953fc97","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:56.888259Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:a0c89477662b292c2c822fd725f9fadd8b87b5f388ac9b6e151d6822f1324234","observation_id":"50f6d7ac-01ff-4e22-9333-63beee82a290","resolution":{"observed_at":"2026-08-06T04:18:13.556514Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:13.280833Z","title":null,"venue":null,"work_id":"3448b1b6-eb97-4747-9719-53d7c0a42b0b","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:57.052323Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:b5c16bf5a55e9f99c36240d667813b39fe38eb632273653736656c963dafe968","observation_id":"962b721b-f52c-41f6-99e4-cb7dbd128cc4","resolution":{"observed_at":"2026-08-06T04:18:13.400117Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:13.191962Z","title":null,"venue":null,"work_id":"0e9000c3-ea8c-4768-b0d0-48344399bac4","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:57.188804Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:3431bd24f8d20cb5e8b6f24c647454af10bcd916b39f74d974f372e5729c4f12","observation_id":"3c1e7fd0-db2c-41ca-83f2-ff74f62bc037","resolution":{"observed_at":"2026-08-06T04:18:13.275568Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:13.018398Z","title":"International Conference on Learning Representations (ICLR) , year =","venue":null,"work_id":"e1ddffd7-5b0b-44fc-bce7-b914f526dcad","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:57.662293Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:f6265fc4c217e3956d45537f23b765d0eacab51e97bb685eb641cb3bdcb18a0f","observation_id":"8bbd0e32-07e5-47d2-9e65-6ca56a06c363","resolution":{"observed_at":"2026-08-06T04:18:13.092790Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:12.875768Z","title":"European Conference on Computer Vision (ECCV) , year =","venue":null,"work_id":"bceb000e-0b16-49ab-92d2-7bc397fd5e8f","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:57.856200Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:a66c57c53ec1881b65143b11d6700a8b078a9723df45d7799893ff85e1c8626f","observation_id":"3be7c2c8-f98e-4ad3-bb59-c57f7fbf7acd","resolution":{"observed_at":"2026-08-06T04:18:12.942340Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T04:17:57.961407Z","title":"International Conference on Learning Representations (ICLR) , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:57.961407Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:eb12d75b921cb6a1d8cf35890375e157622aba5a3b3295cbb8f1934ac41e5dff","observation_id":"a123f559-3e96-498a-acee-f9aac17acd5c","resolution":{"observed_at":"2026-08-06T04:17:57.961407Z","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":"2026-08-06T04:17:58.070485Z","title":"Advances in Neural Information Processing Systems (NeurIPS) , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:58.070485Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:e0f9eb1527be481bbdf3b326cf5aacf8b341cfe7f3316949fed33c4414f5c39c","observation_id":"633c4d71-c4a0-4f54-8482-e32d08bbfab2","resolution":{"observed_at":"2026-08-06T04:17:58.070485Z","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":"2026-08-06T04:17:58.174287Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:58.174287Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:a5885122570e6418c16d9a1664f80d89852bdb000b4c543106df85bea8d8ba14","observation_id":"7f0a7759-b850-4adc-a1a5-5d41120cc0b6","resolution":{"observed_at":"2026-08-06T04:17:58.174287Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.12948","last_updated":"2026-01-04T03:57:36Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-01-22T15:19:35Z","title":"DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.12948","snapshot_observed_at":"2026-08-06T04:17:58.410926Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:58.410926Z"},"links":{"cited_paper":"/paper/2501.12948","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:3526fa4be82caf932e6991a0fbc284cb5d808f114b8c1c022d511ba51a37bf74","observation_id":"b6733530-9fba-40f3-9a6c-bfd88e817c13","resolution":{"observed_at":"2026-08-06T04:17:58.410926Z","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":"2026-08-06T04:18:12.707222Z","title":"Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =","venue":null,"work_id":"995b7ec0-7de9-4254-822b-e43e82c189e6","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:58.726695Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:82622b14be765e7a4eb504579d78cf0915e358c2be7f82dd9d5c4ec573638082","observation_id":"8a83c213-fc7e-4c9d-b302-1baa93d9062d","resolution":{"observed_at":"2026-08-06T04:18:12.776497Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:12.534487Z","title":null,"venue":null,"work_id":"4daba143-5070-4efb-a0b7-89863e9a8a2b","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:58.814455Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:2d920cf2a6f2b14e45a805e999d63d95d7a0088d4f3ba258d87b5886dec1cde4","observation_id":"7d052149-d858-4fad-899d-79badcfad37f","resolution":{"observed_at":"2026-08-06T04:18:12.615862Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:12.361400Z","title":"Advances in Neural Information Processing Systems , year =","venue":null,"work_id":"a9302e4c-5f6d-49ee-b78e-b37f413ea1ec","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:58.916217Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:5e6bd7caed1c74ac8d46a3147b5871b99d184356e9e4d979129f55073221aada","observation_id":"25ac64a4-07f5-4856-b7c8-e2638e5a997a","resolution":{"observed_at":"2026-08-06T04:18:12.443685Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:12.205669Z","title":"Advances in Neural Information Processing Systems , year =","venue":null,"work_id":"395c11ff-0867-4683-82fc-c68ecb582c09","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.014796Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:2cb50ad30826915ef9c99c6ab2eb93641f39f139eaa670b7a0ee9dc13297487b","observation_id":"8384a106-ca08-4c26-a81b-b6b0844aa1eb","resolution":{"observed_at":"2026-08-06T04:18:12.291517Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:12.010951Z","title":null,"venue":null,"work_id":"3e87f480-c9dc-445c-85ea-d88e358ea3b1","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.124611Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:05f4df7f73a59c60bbdd85ed41755838380d7485fabb904216ce96e705b00d00","observation_id":"36615905-9a62-4ff9-a7a2-f93a47598845","resolution":{"observed_at":"2026-08-06T04:18:12.086361Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:11.844160Z","title":null,"venue":null,"work_id":"471e480c-a974-460b-b92d-5c4ac50ac6e1","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.219685Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:c560a3ecc341af11cebeda689735bec2df72e2ea0878f9b20de943ce3ca4b1b1","observation_id":"4647aa74-bec2-46b3-a261-2329927b4e4e","resolution":{"observed_at":"2026-08-06T04:18:11.925919Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:11.654916Z","title":"Advances in Neural Information Processing Systems , year =","venue":null,"work_id":"17420714-3349-44d2-9f77-450b74318663","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.330796Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:27aeec43366c9583a41b226d45f3bffd7ded56878b16463c634b56cae6b7059f","observation_id":"355aba8b-bec2-4a9c-80a1-c69294c8d440","resolution":{"observed_at":"2026-08-06T04:18:11.765190Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:11.468970Z","title":"Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =","venue":null,"work_id":"add26f07-28fb-4ae5-b5ef-574d8bd5cd3e","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.429756Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:9ea4bff6e2c68120060e86d4f9a3b1b15f7ce445715cd5d1b22f9768630df207","observation_id":"e0894387-e8ec-44c3-8432-db58db886a55","resolution":{"observed_at":"2026-08-06T04:18:11.561453Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:11.253833Z","title":"Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , year=","venue":null,"work_id":"76797a83-6a49-4e94-a51e-2ad332a5a75c","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.513501Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:ca6eb04b575d0c08298d81e440c98d5342d477aae1d0fcceeabdd956c1466da8","observation_id":"7fe441cc-56c6-4e4f-a82e-ad5097cc5fd5","resolution":{"observed_at":"2026-08-06T04:18:11.366001Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T04:17:59.626504Z","title":"Breakthroughs in statistics: Methodology and distribution , pages=","venue":null,"work_id":null,"year":1992},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.626504Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:9f6a7d0d7c6dab519743748e007cb06ba75a8bf3032ce5bbec9b4cd58dccaf2f","observation_id":"e84a1fef-c8a8-4d41-821f-c7300b0cde7d","resolution":{"observed_at":"2026-08-06T04:17:59.626504Z","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":"2026-08-06T04:18:11.071176Z","title":"Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision , year=","venue":null,"work_id":"65bf7072-d3dc-48bd-acea-da458b3179cd","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.731210Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:b7fd978da02ef71f21fbf1703fa3c8ca3ed3c6975c0892c761fcb88875a21d40","observation_id":"bb7f41d6-d0d9-4bad-b4ac-9d0cb31af6da","resolution":{"observed_at":"2026-08-06T04:18:11.135021Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:10.910113Z","title":"Answer Self-Consistency with Margin-Triggered Question Re-Arbitration for the","venue":null,"work_id":"d88efbb6-0651-4982-adf2-897f8ffa05ee","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.813225Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:fee01de27f8c314c62ea283bc09b5ea0d278dd92216a5f5b649847d62be2715d","observation_id":"66cb5650-7fdf-4430-b510-13695374caa8","resolution":{"observed_at":"2026-08-06T04:18:10.974265Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:10.771547Z","title":"Seeing but Not Believing: Probing the Disconnect Between Visual Attention and Answer Correctness in","venue":null,"work_id":"5afec69a-dd02-4f5b-8374-425a03443c91","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-06T04:17:59.894013Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:54603a13adccc8a5800729ee14b5c279cf5a73ddac74b3305b0afee15a0f183d","observation_id":"0c6e33c1-190c-41f2-b090-2f06142eeae1","resolution":{"observed_at":"2026-08-06T04:18:10.835683Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:10.636833Z","title":"Same Answer, Different Representations: Hidden Instability in","venue":null,"work_id":"17d3f718-58c2-4d17-a2d4-3ea97fa48b02","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.021436Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:730aec06d40d697bb7f5da0a26ad804ecdf1cfd3c2b887beb233c6e40d4e36df","observation_id":"64fc627b-4545-4ed9-ad61-e1f5b2b79275","resolution":{"observed_at":"2026-08-06T04:18:10.707272Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:10.464447Z","title":"Probing Visual Language Priors in","venue":null,"work_id":"3dfdd25d-3248-46bf-b774-6ce01038d058","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.210929Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:c9e26ab31d3313113540d20b7902966ecd525751e10757c17b1a29afb796a3df","observation_id":"25b50eb7-1490-4ba0-ae10-d87e6cbea4e4","resolution":{"observed_at":"2026-08-06T04:18:10.571972Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:10.268777Z","title":null,"venue":null,"work_id":"941ea156-451d-4c49-8ebf-60abd5205a0b","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.310918Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:2f95ca7ba7086e2c158f1bab13e099213a60de7850c64a813faeac1a4cafac34","observation_id":"6ab907ca-c532-40df-a85d-e480a2d8f6b0","resolution":{"observed_at":"2026-08-06T04:18:10.360751Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T04:18:00.443432Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.443432Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:0c25f4358eecb391579464848d07ca625caae732f11a5f173c79433880df8f59","observation_id":"0f937d36-54a4-4d3a-ae02-ddf2e0cd52b3","resolution":{"observed_at":"2026-08-06T04:18:00.443432Z","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":"2026-08-06T04:18:10.050026Z","title":null,"venue":null,"work_id":"850653a2-3c8c-46e5-9df0-ccf759e8cfb0","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.538910Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:9347f2f06dbcfc7ddfbb4a1880e853933eb384898ae7d4a4dd2ee6862966cea8","observation_id":"05786b47-d55c-49b9-a500-9b8fddaf56cc","resolution":{"observed_at":"2026-08-06T04:18:10.164749Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:09.861719Z","title":"International Conference on Learning Representations (ICLR) , year =","venue":null,"work_id":"4f15d4a9-73ec-46f0-af08-cdfd5efcd1d2","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.630113Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:78546b4d7b6b8485408157c237cf373b6672f1f07eba51f6c8c838323edd58ac","observation_id":"df900f55-e3d3-4e38-83e2-9d7069372adc","resolution":{"observed_at":"2026-08-06T04:18:09.982794Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:09.722762Z","title":"Test-Time Scaling for Small","venue":null,"work_id":"d2029a87-7af3-4559-bad1-ece8c50b9b48","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.727062Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:f29939e3a3a2ba888b548a5e7d69b97f5bea046e8788c8f109389a4c92434897","observation_id":"743d7916-ea65-42fd-be4f-1894a851e573","resolution":{"observed_at":"2026-08-06T04:18:09.793928Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:09.482892Z","title":"International Conference on Machine Learning (ICML) , year =","venue":null,"work_id":"49798d4b-cdf7-4b25-8c15-738d16746a97","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.823759Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:a95ea9d2dfbb659d49a49134f402e7ab478b1f3857ec740f1ff693a8f4c0b340","observation_id":"c82c79ab-b42e-4476-b01f-82b1fa1f5835","resolution":{"observed_at":"2026-08-06T04:18:09.619607Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:09.318607Z","title":"European Conference on Computer Vision (ECCV) , year =","venue":null,"work_id":"3a53dfc8-c67a-44b0-b2bc-5a399c2f3884","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:00.904021Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:b85ce14a428454544e9ced7646c200b54e5ed055c622cbab77ee63790228aafd","observation_id":"1958ed3f-4d0a-4b03-ba29-855da65eede4","resolution":{"observed_at":"2026-08-06T04:18:09.406990Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:09.142875Z","title":null,"venue":null,"work_id":"ab42222b-dc77-4e5d-ae6f-5245a3801784","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.024139Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:5d6a595a20411df22140136a82dbe6b76fff93474555f01f0c896b3936ede179","observation_id":"ff450d9b-d154-4bf5-8ed5-a03f70b1b85b","resolution":{"observed_at":"2026-08-06T04:18:09.224183Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2311.17311","last_updated":"2023-11-29T02:07:09Z","snapshot_observed_at":"2026-08-08T00:18:31.827291Z","submitted_at":"2023-11-29T02:07:09Z","title":"Universal Self-Consistency for Large Language Model Generation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.17311","snapshot_observed_at":"2026-08-06T04:18:01.096340Z","title":"arXiv preprint arXiv:2311.17311 , year =","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.096340Z"},"links":{"cited_paper":"/paper/2311.17311","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:56c212dcc2cd37a8c74a5040826ba8068151b111be08ec292107d71048b15f82","observation_id":"1168f2f0-ceb0-4f8d-8fcd-516ef075da0a","resolution":{"observed_at":"2026-08-06T04:18:01.096340Z","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":"2026-08-06T04:18:08.932530Z","title":"Advances in neural information processing systems , year=","venue":null,"work_id":"36d51070-a215-4da8-92fc-7032cdd6ec7f","year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.167354Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:170152aa0108fd13c30efdb533fbe2dac2396cfa0c37512e89297b3956da7e65","observation_id":"e6a2007f-4a8f-4388-8d5e-e61a31c773b8","resolution":{"observed_at":"2026-08-06T04:18:09.030177Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:08.667780Z","title":"Findings of the Association for Computational Linguistics: ACL 2025 , year=","venue":null,"work_id":"c865c7bc-3df3-4271-b628-7553723e523e","year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.255846Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:31363dd5e7e63c8b664e05db78e941be7e14c1304afb535971b5dd51db8fadbc","observation_id":"ef43c73e-53b2-4f75-bad5-fe14bf545ed5","resolution":{"observed_at":"2026-08-06T04:18:08.764362Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.15260","last_updated":"2025-08-21T05:48:38Z","snapshot_observed_at":"2026-08-02T03:10:09.020351Z","submitted_at":"2025-08-21T05:48:38Z","title":"Deep Think with Confidence","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2508.15260","snapshot_observed_at":"2026-08-06T04:18:01.331152Z","title":"arXiv preprint arXiv:2508.15260 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.331152Z"},"links":{"cited_paper":"/paper/2508.15260","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:9092dbcce36e0305c96764b0f5f42eb93b2d53ccb3badb989153cd2b380dbf45","observation_id":"783b6880-a223-4f12-9552-f1860ddc3659","resolution":{"observed_at":"2026-08-06T04:18:01.331152Z","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":"2026-08-06T04:18:01.409501Z","title":"Chain-of-thought prompting elicits reasoning in large language models","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.409501Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:9b97355fcca354ab56d8251e9ad294a560700b2aa2ba91839016907bdbe69c2a","observation_id":"0dec986e-ba4f-41f6-bee3-45fb62adcb28","resolution":{"observed_at":"2026-08-06T04:18:01.409501Z","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":"2026-08-06T04:18:01.510655Z","title":"Self-consistency improves chain of thought reasoning in language models","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.510655Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:48cb7048ede49180e00b4570347f9a028b0b257909b5b856913c0bb273dc769d","observation_id":"211a031f-2c45-4362-8c79-ed84ceb6669e","resolution":{"observed_at":"2026-08-06T04:18:01.510655Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.03314","last_updated":"2024-08-06T17:35:05Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-08-06T17:35:05Z","title":"Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.03314","snapshot_observed_at":"2026-08-06T04:18:01.599326Z","title":"Scaling LLM test-time compute optimally can be more effective than scaling model parameters","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":48,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.599326Z"},"links":{"cited_paper":"/paper/2408.03314","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:6a6e67bb677c78d586543e7996f362c5405d6305a7b8704ef0f9a9bd67160bc9","observation_id":"87453aad-4d38-4cb6-9d2d-883003e82fd9","resolution":{"observed_at":"2026-08-06T04:18:01.599326Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21787","last_updated":"2024-12-30T19:03:24Z","snapshot_observed_at":"2026-07-06T18:55:11.576666Z","submitted_at":"2024-07-31T17:57:25Z","title":"Large Language Monkeys: Scaling Inference Compute with Repeated Sampling","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21787","snapshot_observed_at":"2026-08-06T04:18:01.701024Z","title":"Le, Christopher R \\'e , and Azalia Mirhoseini","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":49,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.701024Z"},"links":{"cited_paper":"/paper/2407.21787","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:786213d62f95fd114f598c4397c82438ba2450c61b4cb3764f54fb854a7be054","observation_id":"ce18606e-50d1-4638-a81c-484ed19fc1da","resolution":{"observed_at":"2026-08-06T04:18:01.701024Z","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":"2026-08-06T04:18:01.796301Z","title":"Aha moment revisited: Are VLM s truly capable of self verification in inference-time scaling? arXiv preprint arXiv:2506.17417, 2026 a","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":50,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.796301Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:32560524f63cd402791f0ee084deaf030d8dba6b84d7814f6151d8b56d42755a","observation_id":"d1503816-343c-4d2b-ac5c-4af66027f1e7","resolution":{"observed_at":"2026-08-06T04:18:01.796301Z","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":"2026-08-06T04:18:01.872087Z","title":"Seeing but not believing: Probing the disconnect between visual attention and answer correctness in VLM s","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:01.872087Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:3267db710988bccd0a274fbf93d8c800ce4c2c6bdd1eca2cd7d15e910186ca83","observation_id":"b7cbbf94-1d48-4f6d-9d33-a924b9ba9aa5","resolution":{"observed_at":"2026-08-06T04:18:01.872087Z","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":"2026-08-06T04:18:02.003062Z","title":"Same answer, different representations: Hidden instability in VLM s","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":52,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.003062Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:761401adfa9aca7486597b47b4dd902bdeabdc588f90a2513411f3acdca5e429","observation_id":"4830dccf-df93-4e0b-a57f-1294e85f8838","resolution":{"observed_at":"2026-08-06T04:18:02.003062Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.04611","last_updated":"2025-06-05T04:02:17Z","snapshot_observed_at":"2026-08-09T09:49:49.697309Z","submitted_at":"2025-06-05T04:02:17Z","title":"Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.04611","snapshot_observed_at":"2026-08-06T04:18:02.099873Z","title":"Revisiting test-time scaling: A survey and a diversity-aware method for efficient reasoning","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":53,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.099873Z"},"links":{"cited_paper":"/paper/2506.04611","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:32997ce267bdad3824e34a33959231ea94159e5582c08441aed07f116aacf221","observation_id":"7c5fbaca-f5d4-4a6e-8476-77dc31f4d868","resolution":{"observed_at":"2026-08-06T04:18:02.099873Z","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":"2026-08-06T04:18:08.483063Z","title":"Diversity matters: Revisiting test-time compute in vision-language models","venue":null,"work_id":"11de7400-81b1-4386-ab10-2d23a61f986d","year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":54,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.201334Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:8c1b6129d9cfa2db4081ff7f07b893173ec7b5399c9dbbe9104099d83c0d4bbe","observation_id":"65e64695-0683-4172-9d0d-5ff6bf843c6c","resolution":{"observed_at":"2026-08-06T04:18:08.551883Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:08.205947Z","title":"Vtool-r1: Vlms learn to think with images via reinforcement learning on multimodal tool use","venue":null,"work_id":"968394a8-d3b3-4e56-aee6-6cb959543291","year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":55,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.309635Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:4496fd947337f21deb45f9ddef6cc4f56c987444e831d5a8912bb91dd4479dcb","observation_id":"cca778b5-363e-4c04-96fa-455df855e6ef","resolution":{"observed_at":"2026-08-06T04:18:08.333460Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2606.06476","last_updated":"2026-06-04T17:56:36Z","snapshot_observed_at":"2026-07-06T23:46:20.554117Z","submitted_at":"2026-06-04T17:56:36Z","title":"Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2606.06476","snapshot_observed_at":"2026-08-06T04:18:02.360277Z","title":"Thinking with imagination: Agentic visual spatial reasoning with world simulators","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":56,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.360277Z"},"links":{"cited_paper":"/paper/2606.06476","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:a05a8f936ee833b694b816ee8d8dcda33621edd5388ee2ad080450af5050efcb","observation_id":"a2c27826-25f7-4ef7-a988-846aa444833e","resolution":{"observed_at":"2026-08-06T04:18:02.360277Z","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":"2026-08-06T04:18:02.363295Z","title":"No labels, no problem: Training visual reasoners with multimodal verifiers","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":57,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.363295Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:8ceb2168c44ce1f78b0dccce4c113fe9005df50a6f886df01d7dcdb0d8c60b3a","observation_id":"841eba7f-065a-4dfe-a01b-3ac66888a80e","resolution":{"observed_at":"2026-08-06T04:18:02.363295Z","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":"2026-08-06T04:18:08.018322Z","title":"On test-time scaling for vision-language models","venue":null,"work_id":"4ddb284e-e061-4616-b25a-f77f4e3896d4","year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":58,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.375192Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:1d37338d1c1539966292f0a8f5e834bb7dcfecf81fe215c64cf6f5c15deac4c4","observation_id":"17efc1ac-f4ca-4ff9-8cd8-025e0a92c3db","resolution":{"observed_at":"2026-08-06T04:18:08.109824Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:07.794479Z","title":"Papadopoulos","venue":null,"work_id":"29e329c2-71bf-436a-975d-8e80a0f40d08","year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":59,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.527629Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:6b3a5919c51c47c5723a198de41d553e8a577fb2fee47795d8e039e4bc766482","observation_id":"d3135c25-d4ab-41ae-a761-9f9e30d696d6","resolution":{"observed_at":"2026-08-06T04:18:07.904688Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2605.26172","last_updated":"2026-05-25T04:07:44Z","snapshot_observed_at":"2026-07-06T23:36:06.135765Z","submitted_at":"2026-05-25T04:07:44Z","title":"ARBITER: Reasoning Trajectory Basins and Majority Vote Failures in Test-Time Sampling","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2605.26172","snapshot_observed_at":"2026-08-06T04:18:02.744144Z","title":"ARBITER : Reasoning trajectory basins and majority vote failures in test-time sampling","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":60,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.744144Z"},"links":{"cited_paper":"/paper/2605.26172","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:2e0fc15c2145778408c4d3ab34e6b4084c9af1584a3d1218d923091270ba5306","observation_id":"eb46a0c9-1ceb-4233-9324-10ed4044e27e","resolution":{"observed_at":"2026-08-06T04:18:02.744144Z","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":"2026-08-06T04:18:02.909859Z","title":"Limits and gains of test-time scaling in vision-language reasoning","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":61,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:02.909859Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:5650679ca2af2dab18170ef89e6332a7b442c249f0aac6d4101296d4be35f0af","observation_id":"1358b848-5911-4369-b752-95b41c4b52f9","resolution":{"observed_at":"2026-08-06T04:18:02.909859Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2606.11576","last_updated":"2026-06-10T02:06:47Z","snapshot_observed_at":"2026-08-02T18:34:57.083557Z","submitted_at":"2026-06-10T02:06:47Z","title":"AVIS: Adaptive Test-Time Scaling for Vision-Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2606.11576","snapshot_observed_at":"2026-08-06T04:18:03.076604Z","title":"Derpanis, Babak Taati, and Radek Grzeszczuk","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":62,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:03.076604Z"},"links":{"cited_paper":"/paper/2606.11576","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:bd91de366f698ade5421e32fd2684f14829b6e1d9b0da01357950aa2e3b12ef7","observation_id":"100e795c-0d12-452d-b2fe-f0ce1c4abafa","resolution":{"observed_at":"2026-08-06T04:18:03.076604Z","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":"2026-08-06T04:18:07.554788Z","title":"SPARC : Separating perception and reasoning circuits for test-time scaling of VLM s","venue":null,"work_id":"b0da46fc-218d-402a-b4c5-da61acaf4185","year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":63,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:03.247409Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:8c37ff3f474e0d3feac7ab00e79f6982ea62e1491435fc83c05665f34d8ab3f5","observation_id":"5ec7c0d7-8e2e-4cad-8b01-af61fe933024","resolution":{"observed_at":"2026-08-06T04:18:07.678668Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:07.381939Z","title":"MindJourney : Test-time scaling with world models for spatial reasoning","venue":null,"work_id":"29c1e732-01f2-4538-b1a1-ae292e86546f","year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":64,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:03.422839Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:fd58b681d1775dde6385ecc4ed43182f3b4583b06abe5ce80165ca1ee435fd84","observation_id":"b0183d71-f307-49f0-86cf-d1254247c256","resolution":{"observed_at":"2026-08-06T04:18:07.460962Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:07.184951Z","title":"Mitigating object hallucinations in large vision-language models through visual contrastive decoding","venue":null,"work_id":"2c9ed23e-627a-4000-b0e2-da04f0f9c24a","year":2024},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":65,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:03.542815Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:9c6568a6541316d146bbb65fc8fbd44d00173252406f4a1c234105633dcf813f","observation_id":"eaf06592-8a1a-4438-8d0a-e0c9ff0df461","resolution":{"observed_at":"2026-08-06T04:18:07.319172Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:07.029368Z","title":"Contrastive region guidance: Improving grounding in vision-language models without training","venue":null,"work_id":"396368a7-ec1b-4dba-8140-2df31951cdd3","year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":66,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:03.651422Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:358b0b1abf2d2494f71094c3dd36b42c0b942cd55e2eb4498cdf6dfbb291c953","observation_id":"ff29790c-10f7-4a78-ac79-0f2c3353c775","resolution":{"observed_at":"2026-08-06T04:18:07.097489Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2604.15376","last_updated":"2026-04-15T20:47:08Z","snapshot_observed_at":"2026-07-06T23:02:58.361418Z","submitted_at":"2026-04-15T20:47:08Z","title":"Zoom Consistency: A Free Confidence Signal in Multi-Step Visual Grounding Pipelines","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2604.15376","snapshot_observed_at":"2026-08-06T04:18:03.769031Z","title":"Zoom consistency: A free confidence signal in multi-step visual grounding pipelines","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":67,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:03.769031Z"},"links":{"cited_paper":"/paper/2604.15376","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:b851bc1229d2afea2eec59e76ca7918dbc8606a50ce7c9a109661031a4d9da6e","observation_id":"d58e17d1-d150-48db-880d-943b58e04929","resolution":{"observed_at":"2026-08-06T04:18:03.769031Z","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":"2026-08-06T04:18:06.884463Z","title":"Test-time consistency in vision language models","venue":null,"work_id":"4b972895-bdb7-4595-ad33-aa802e76cbec","year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":68,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:03.885628Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:e01204ec7d578ca626fb0af15fa5fd13aef51ee71cf927eb35b3c9463681cec4","observation_id":"8a403220-3e4c-4d9e-9f0e-b92a9aabe885","resolution":{"observed_at":"2026-08-06T04:18:06.948420Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2606.04323","last_updated":"2026-06-03T00:51:55Z","snapshot_observed_at":"2026-07-06T23:44:28.265478Z","submitted_at":"2026-06-03T00:51:55Z","title":"Answer Self-Consistency with Margin-Triggered Question Re-Arbitration for the CVPR 2026 VidLLMs Challenge","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2606.04323","snapshot_observed_at":"2026-08-06T04:18:04.004784Z","title":"Answer self-consistency with margin-triggered question re-arbitration for the CVPR 2026 VidLLMs challenge","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":69,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.004784Z"},"links":{"cited_paper":"/paper/2606.04323","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:2c27ae5ed2698d482dc3a37080409c0b7f7d4a4ba45ac87b1b9d363c27859292","observation_id":"7ec4e79e-9ed2-4f5e-ac08-390f51a7baee","resolution":{"observed_at":"2026-08-06T04:18:04.004784Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2607.09438","last_updated":"2026-07-10T14:09:04Z","snapshot_observed_at":"2026-08-06T13:00:09.267598Z","submitted_at":"2026-07-10T14:09:04Z","title":"Test-Time Scaling for Small VLMs on Multilingual Visual MCQ","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2607.09438","snapshot_observed_at":"2026-08-06T04:18:04.124039Z","title":"Test-time scaling for small VLM s on multilingual visual MCQ","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":70,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.124039Z"},"links":{"cited_paper":"/paper/2607.09438","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:60b620a11467dc15a7540fb68751f048a497474fe8197488b054bbc8f00e9b21","observation_id":"1a5d5e34-06f8-494c-9116-bb7db8b06eb5","resolution":{"observed_at":"2026-08-06T04:18:04.124039Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.11919","last_updated":"2024-11-28T13:35:56Z","snapshot_observed_at":"2026-07-06T19:52:11.774784Z","submitted_at":"2024-11-18T04:06:04Z","title":"VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.11919","snapshot_observed_at":"2026-08-06T04:18:04.246376Z","title":"VL-Uncertainty : Detecting hallucination in large vision-language models via uncertainty estimation","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":71,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.246376Z"},"links":{"cited_paper":"/paper/2411.11919","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:072e2b6fdd9355bdf855f239f87fc06b7eb4f9baa88824fc8573583977d31989","observation_id":"174db91d-e3ba-4323-b5a0-3b460cbac60a","resolution":{"observed_at":"2026-08-06T04:18:04.246376Z","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":"2026-08-06T04:18:06.649767Z","title":"Towards VQA models that can read","venue":null,"work_id":"419f3dbf-0d5c-40bf-9bc1-8b5dc9aa6e82","year":2019},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":72,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.366558Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:b2970a15939e45f023a9ee4e05aa54de14ef319d5262eae543407dbfd7573edc","observation_id":"69a1dc4d-2dee-41bc-af5d-e8a9ea12441d","resolution":{"observed_at":"2026-08-06T04:18:06.763366Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:06.453176Z","title":"Measuring multimodal mathematical reasoning with math-vision dataset","venue":null,"work_id":"4d08f239-b62d-4922-aa6b-ecf92b9ca5f8","year":2024},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":73,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.449159Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:fda44fa59c559822c278137c7552a2ca40bae405f30ccac2f20cc83e8d09f550","observation_id":"ea6360ba-f60b-4874-aa7e-ee61ef807ea0","resolution":{"observed_at":"2026-08-06T04:18:06.548230Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:06.259342Z","title":"MMMU : A massive multi-discipline multimodal understanding and reasoning benchmark for expert AGI","venue":null,"work_id":"0c688d5e-f039-4c99-8438-a0bdae310ac0","year":2024},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":74,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.556651Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:a63a9f3ca9220d4f56b8e5fd78e595093ef364dcf8ec3dc86c73d6155e7a505f","observation_id":"20f29101-8930-4d88-8ada-dda708c41a30","resolution":{"observed_at":"2026-08-06T04:18:06.333252Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:06.045540Z","title":"Probing visual language priors in VLM s ( ViLP )","venue":null,"work_id":"59703254-315c-4308-9f47-4a2e61085731","year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":75,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.667612Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:3e46d2730946ef07bc7efce1061572f561a4d597cbb97abe0539485b83957e00","observation_id":"cac84d0e-8d0f-4bc9-b39a-18cc56e5c1ed","resolution":{"observed_at":"2026-08-06T04:18:06.121435Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.13923","last_updated":"2025-02-19T18:00:14Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-02-19T18:00:14Z","title":"Qwen2.5-VL Technical Report","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.13923","snapshot_observed_at":"2026-08-06T04:18:04.779213Z","title":"Qwen2.5-VL technical report","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":76,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.779213Z"},"links":{"cited_paper":"/paper/2502.13923","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:19e84c8d824465d0b9c40bca10b6a82db1502a25dd0be897bf39aa54c126f977","observation_id":"cd96d20f-5167-40f9-b590-3a4a86f6bb18","resolution":{"observed_at":"2026-08-06T04:18:04.779213Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.03326","last_updated":"2024-10-26T16:35:13Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-08-06T17:59:44Z","title":"LLaVA-OneVision: Easy Visual Task Transfer","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.03326","snapshot_observed_at":"2026-08-06T04:18:04.895443Z","title":"Llava-onevision: Easy visual task transfer","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":77,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:04.895443Z"},"links":{"cited_paper":"/paper/2408.03326","citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:820bd0e031f3b76b74cfc575f5af90905a996a1c504e72a49d670790d39b3530","observation_id":"54d7f5ca-b061-44aa-9b60-92c47a59a3df","resolution":{"observed_at":"2026-08-06T04:18:04.895443Z","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":"2026-08-06T04:18:05.846622Z","title":"Scalable best-of-n selection for large language models via self-certainty","venue":null,"work_id":"658341ba-fe3e-4a3e-8b64-f1d417ade8b3","year":2026},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":78,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:05.014397Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:9e4ed75d14dd609e59a684293f26dec36073ab5fe6892fc775a29c4b6483fcdb","observation_id":"dc531c45-beea-4152-9fe2-d8d6aea1dcfa","resolution":{"observed_at":"2026-08-06T04:18:05.943908Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T04:18:05.684409Z","title":"Confidence improves self-consistency in llms","venue":null,"work_id":"44a85e1a-8a60-4033-9141-634568b73aab","year":2025},"citing_paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling","version":2},"reference_index":79,"source":"arxiv_source","source_observed_at":"2026-08-06T04:18:05.137404Z"},"links":{"citing_paper":"/paper/2608.01207"},"observation_digest":"sha256:5c5be5778b24dc2128562fac3e1914d9d62182cc930386789f65c0c687986ad7","observation_id":"8ff0b3e2-24eb-4cda-83e0-94417c38bf16","resolution":{"observed_at":"2026-08-06T04:18:05.769438Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2608.01207","last_updated":"2026-08-05T05:56:24Z","latest_version":2,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-08T23:10:43.398071Z","submitted_at":"2026-08-02T12:47:39Z","title":"It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling"},"reference_resolution":{"displayed":71,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":35,"verified_exact":0,"verified_fuzzy":36},"total_outbound_references":71},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2608.01207."}