{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:QI36AJ2CSMIQ2LQYVM5J7N2CQT","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"f188ccf7889e2c4ecd35109b08ffe924f7c7bea8e427b545312dd7976c8328d6","cross_cats_sorted":["cs.LG","cs.SD","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-14T12:44:58Z","title_canon_sha256":"0b361dcc7c4af07a858839c301d34fcdc248cbf29aeaa2b02a8f2ed1adadb14c"},"schema_version":"1.0","source":{"id":"2506.12481","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.12481","created_at":"2026-07-05T11:21:53Z"},{"alias_kind":"arxiv_version","alias_value":"2506.12481v1","created_at":"2026-07-05T11:21:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.12481","created_at":"2026-07-05T11:21:53Z"},{"alias_kind":"pith_short_12","alias_value":"QI36AJ2CSMIQ","created_at":"2026-07-05T11:21:53Z"},{"alias_kind":"pith_short_16","alias_value":"QI36AJ2CSMIQ2LQY","created_at":"2026-07-05T11:21:53Z"},{"alias_kind":"pith_short_8","alias_value":"QI36AJ2C","created_at":"2026-07-05T11:21:53Z"}],"graph_snapshots":[{"event_id":"sha256:aa64a46f52dbfde50806b2d56a5c866d4eb93a96da4a49209f45697c67a72b9f","target":"graph","created_at":"2026-07-05T11:21:53Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2506.12481/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Test-time adaptation (TTA) aims to boost the generalization capability of a trained model by conducting self-/unsupervised learning during the testing phase. While most existing TTA methods for video primarily utilize visual supervisory signals, they often overlook the potential contribution of inherent audio data. To address this gap, we propose a novel approach that incorporates audio information into video TTA. Our method capitalizes on the rich semantic content of audio to generate audio-assisted pseudo-labels, a new concept in the context of video TTA. Specifically, we propose an audio-to","authors_text":"Jian Chen, Qi Deng, Ronghao Zhang, Runhao Zeng, Shuaicheng Niu, Victor C. M. Leung, Xiping Hu","cross_cats":["cs.LG","cs.SD","eess.AS"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-14T12:44:58Z","title":"Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.12481","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:cc2433bb1fe17c09fa1e1738b3414124d4fef919eb4c2a453ba1f9d66f12f3b5","target":"record","created_at":"2026-07-05T11:21:53Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"f188ccf7889e2c4ecd35109b08ffe924f7c7bea8e427b545312dd7976c8328d6","cross_cats_sorted":["cs.LG","cs.SD","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-14T12:44:58Z","title_canon_sha256":"0b361dcc7c4af07a858839c301d34fcdc248cbf29aeaa2b02a8f2ed1adadb14c"},"schema_version":"1.0","source":{"id":"2506.12481","kind":"arxiv","version":1}},"canonical_sha256":"8237e0274293110d2e18ab3a9fb74284d440ab7e90215f892b64767302f88d42","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8237e0274293110d2e18ab3a9fb74284d440ab7e90215f892b64767302f88d42","first_computed_at":"2026-07-05T11:21:53.995727Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:21:53.995727Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wIcgtURRTS9sz1Rx3zucsN9k3WPz8WTOv4BYiKD+4nbmLCg3URRqtnDze0/CIVH2OQ6VlOgM0Po49wBY05V/Cg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:21:53.996352Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.12481","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cc2433bb1fe17c09fa1e1738b3414124d4fef919eb4c2a453ba1f9d66f12f3b5","sha256:aa64a46f52dbfde50806b2d56a5c866d4eb93a96da4a49209f45697c67a72b9f"],"state_sha256":"8c47e4501596c11317a169a348c89a2742a05494682f0845b137632f59643764"}