{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:EOKKX345B2KOIQOSFMWTXPZMVF","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":"b838aab21b3c3215761f2c1262b45644ecf20a2f0dbd34b2c20b94059c875733","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-15T23:20:08Z","title_canon_sha256":"51e1e793e2b950c525c4ca0cd83003e6fcf644a409e5ac5c23eed9c1a079c816"},"schema_version":"1.0","source":{"id":"2506.12992","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.12992","created_at":"2026-07-05T11:22:03Z"},{"alias_kind":"arxiv_version","alias_value":"2506.12992v1","created_at":"2026-07-05T11:22:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.12992","created_at":"2026-07-05T11:22:03Z"},{"alias_kind":"pith_short_12","alias_value":"EOKKX345B2KO","created_at":"2026-07-05T11:22:03Z"},{"alias_kind":"pith_short_16","alias_value":"EOKKX345B2KOIQOS","created_at":"2026-07-05T11:22:03Z"},{"alias_kind":"pith_short_8","alias_value":"EOKKX345","created_at":"2026-07-05T11:22:03Z"}],"graph_snapshots":[{"event_id":"sha256:63718f8182cb5311466c91901acf8b5f285cad9651caa4e2168bb7a6fb09086b","target":"graph","created_at":"2026-07-05T11:22:03Z","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/2506.12992/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Video anomaly detection (VAD) is essential for enhancing safety and security by identifying unusual events across different environments. Existing VAD benchmarks, however, are primarily designed for general-purpose scenarios, neglecting the specific characteristics of smart home applications. To bridge this gap, we introduce SmartHome-Bench, the first comprehensive benchmark specially designed for evaluating VAD in smart home scenarios, focusing on the capabilities of multi-modal large language models (MLLMs). Our newly proposed benchmark consists of 1,203 videos recorded by smart home cameras","authors_text":"Chaoyue Zhao, Congjing Zhang, Lin Chen, Pei Guo, Shuai Huang, Wei Li, Xinyi Zhao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-15T23:20:08Z","title":"SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.12992","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":"sha256:415c62f7f0b7b00ff93e746d5e488c87d78ab72abddbef63209cc4afa3a506c1","target":"record","created_at":"2026-07-05T11:22:03Z","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":"b838aab21b3c3215761f2c1262b45644ecf20a2f0dbd34b2c20b94059c875733","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-15T23:20:08Z","title_canon_sha256":"51e1e793e2b950c525c4ca0cd83003e6fcf644a409e5ac5c23eed9c1a079c816"},"schema_version":"1.0","source":{"id":"2506.12992","kind":"arxiv","version":1}},"canonical_sha256":"2394abef9d0e94e441d22b2d3bbf2ca970f9b0914b213ea04f4533a5ec430a9e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2394abef9d0e94e441d22b2d3bbf2ca970f9b0914b213ea04f4533a5ec430a9e","first_computed_at":"2026-07-05T11:22:03.574390Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:22:03.574390Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OaQLHHvCYppYJ27M51dPXgNBrqAFcC/q6pii04npXN3+/CqiQMlneIzvTr+YxwAQd+wCHK3OVvsfe7mlWUK6DQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:22:03.574955Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.12992","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:415c62f7f0b7b00ff93e746d5e488c87d78ab72abddbef63209cc4afa3a506c1","sha256:63718f8182cb5311466c91901acf8b5f285cad9651caa4e2168bb7a6fb09086b"],"state_sha256":"7182879c105707af1b0e24c319e5f8a1a9f93aefac83f7ab16394cc0c7818915"}