{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:UFOUKWYKOELDZXD5J6BVFZ5FBE","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":"a0513087e680e6057c71b8b2a8721e93507a4f5dbe0b245653b4af03f48e459e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-09T03:05:34Z","title_canon_sha256":"ec5295dd9c4a1eb77d2c9fa929231f85eea93a032af8769e24be26f8c5a860df"},"schema_version":"1.0","source":{"id":"2412.06171","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.06171","created_at":"2026-07-05T10:30:59Z"},{"alias_kind":"arxiv_version","alias_value":"2412.06171v2","created_at":"2026-07-05T10:30:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.06171","created_at":"2026-07-05T10:30:59Z"},{"alias_kind":"pith_short_12","alias_value":"UFOUKWYKOELD","created_at":"2026-07-05T10:30:59Z"},{"alias_kind":"pith_short_16","alias_value":"UFOUKWYKOELDZXD5","created_at":"2026-07-05T10:30:59Z"},{"alias_kind":"pith_short_8","alias_value":"UFOUKWYK","created_at":"2026-07-05T10:30:59Z"}],"graph_snapshots":[{"event_id":"sha256:4ac6a5a0d5c68a27f2959af000930dd39a3f7c2484fb0be3e9ca1b55ea088730","target":"graph","created_at":"2026-07-05T10:30:59Z","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/2412.06171/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"How can we enable models to comprehend video anomalies occurring over varying temporal scales and contexts? Traditional Video Anomaly Understanding (VAU) methods focus on frame-level anomaly prediction, often missing the interpretability of complex and diverse real-world anomalies. Recent multimodal approaches leverage visual and textual data but lack hierarchical annotations that capture both short-term and long-term anomalies. To address this challenge, we introduce HIVAU-70k, a large-scale benchmark for hierarchical video anomaly understanding across any granularity. We develop a semi-autom","authors_text":"Changxin Gao, Huaxin Zhang, Jialong Zuo, Li Yu, Nong Sang, Shanjun Zhang, Xiang Wang, Xiaohao Xu, Xiaonan Huang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-09T03:05:34Z","title":"Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.06171","kind":"arxiv","version":2},"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":"sha256:95df2aa87fe599b342c062ac7cb9ab82c9f6d85c575723300199e795ca172b85","target":"record","created_at":"2026-07-05T10:30:59Z","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":"a0513087e680e6057c71b8b2a8721e93507a4f5dbe0b245653b4af03f48e459e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-09T03:05:34Z","title_canon_sha256":"ec5295dd9c4a1eb77d2c9fa929231f85eea93a032af8769e24be26f8c5a860df"},"schema_version":"1.0","source":{"id":"2412.06171","kind":"arxiv","version":2}},"canonical_sha256":"a15d455b0a71163cdc7d4f8352e7a5090ab61cd295b042dd5f3692eaaf7e1294","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a15d455b0a71163cdc7d4f8352e7a5090ab61cd295b042dd5f3692eaaf7e1294","first_computed_at":"2026-07-05T10:30:59.226745Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:30:59.226745Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ak9gUoXqYVClYv4+1tRe8lctjFEw9Bgdl8RIczLTmvQZlFuyZCF52/P56ge3YnLoL7fGlKqcTY9TJmo557yXCg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:30:59.227689Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.06171","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:95df2aa87fe599b342c062ac7cb9ab82c9f6d85c575723300199e795ca172b85","sha256:4ac6a5a0d5c68a27f2959af000930dd39a3f7c2484fb0be3e9ca1b55ea088730"],"state_sha256":"f118f23d874957bf219a33841d2558cbd2f74838c6aaeccf2003c091126c4541"}