{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:JBRPXZ5OITIO7ZASOEDJUEYBTK","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":"6eecffc665b98ec0e2a85b19155e995d22cc5b42653d67786d75cdc531c6b1b0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-05T08:28:26Z","title_canon_sha256":"7d64e6b0fdaf581f6c798ed5feeb83b38392d4c707c2e4710fd72d7f0e6ae0b8"},"schema_version":"1.0","source":{"id":"2310.03377","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.03377","created_at":"2026-07-05T06:57:32Z"},{"alias_kind":"arxiv_version","alias_value":"2310.03377v1","created_at":"2026-07-05T06:57:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.03377","created_at":"2026-07-05T06:57:32Z"},{"alias_kind":"pith_short_12","alias_value":"JBRPXZ5OITIO","created_at":"2026-07-05T06:57:32Z"},{"alias_kind":"pith_short_16","alias_value":"JBRPXZ5OITIO7ZAS","created_at":"2026-07-05T06:57:32Z"},{"alias_kind":"pith_short_8","alias_value":"JBRPXZ5O","created_at":"2026-07-05T06:57:32Z"}],"graph_snapshots":[{"event_id":"sha256:70e42270fa24f5273a319309934ac433ba0ecd6db18ea95534c2617009451034","target":"graph","created_at":"2026-07-05T06:57:32Z","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/2310.03377/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recognition and localization of surgical detailed actions is an essential component of developing a context-aware decision support system. However, most existing detection algorithms fail to provide high-accuracy action classes even having their locations, as they do not consider the surgery procedure's regularity in the whole video. This limitation hinders their application. Moreover, implementing the predictions in clinical applications seriously needs to convey model confidence to earn entrustment, which is unexplored in surgical action prediction. In this paper, to accurately detect fine-g","authors_text":"Heng Li, Huazhu Fu, Jiang Liu, Jinming Duan, Luoying Hao, Qun Wang, Wenjun Lin, Yan Hu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-05T08:28:26Z","title":"ACT-Net: Anchor-context Action Detection in Surgery Videos"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.03377","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":"sha256:14236d95619a2c8cd8f13250fdd005dead843f989149623f8ba2394c00f6b235","target":"record","created_at":"2026-07-05T06:57:32Z","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":"6eecffc665b98ec0e2a85b19155e995d22cc5b42653d67786d75cdc531c6b1b0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-10-05T08:28:26Z","title_canon_sha256":"7d64e6b0fdaf581f6c798ed5feeb83b38392d4c707c2e4710fd72d7f0e6ae0b8"},"schema_version":"1.0","source":{"id":"2310.03377","kind":"arxiv","version":1}},"canonical_sha256":"4862fbe7ae44d0efe41271069a13019aae70e460d5ffab41ec776cf5f33b69ce","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4862fbe7ae44d0efe41271069a13019aae70e460d5ffab41ec776cf5f33b69ce","first_computed_at":"2026-07-05T06:57:32.427239Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:57:32.427239Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+nnT315iM1JbX+5/pqeiBEpBfsQxXAzNFzgsC/nZ+il3OGecQuNiaSiBsgNDeqxGxYbmaaiwETPkk++bQ83rBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:57:32.427674Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.03377","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:14236d95619a2c8cd8f13250fdd005dead843f989149623f8ba2394c00f6b235","sha256:70e42270fa24f5273a319309934ac433ba0ecd6db18ea95534c2617009451034"],"state_sha256":"b8064d5de3a14b637322c3e78739983f882b3b9dacb17725d3a38b252d63b1d3"}