{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:Z63ZQWLVNISXAYMDDDX4E73PPC","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":"379a950b4da58dcb35fd6c3266f71d70333e3fa9f06ea049e0ce9de0006fcb68","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-19T17:31:40Z","title_canon_sha256":"73d8ef956078d938d11a4f9b4cf0a546d9ee3e367eca711b7ed43469c88031e1"},"schema_version":"1.0","source":{"id":"2501.11124","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.11124","created_at":"2026-07-05T10:56:13Z"},{"alias_kind":"arxiv_version","alias_value":"2501.11124v2","created_at":"2026-07-05T10:56:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.11124","created_at":"2026-07-05T10:56:13Z"},{"alias_kind":"pith_short_12","alias_value":"Z63ZQWLVNISX","created_at":"2026-07-05T10:56:13Z"},{"alias_kind":"pith_short_16","alias_value":"Z63ZQWLVNISXAYMD","created_at":"2026-07-05T10:56:13Z"},{"alias_kind":"pith_short_8","alias_value":"Z63ZQWLV","created_at":"2026-07-05T10:56:13Z"}],"graph_snapshots":[{"event_id":"sha256:5b56a59c777ca043531f3bfe51e838e7da376faaeeab0ed2e754380dc38f58b8","target":"graph","created_at":"2026-07-05T10:56:13Z","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/2501.11124/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Pseudo-label learning methods have been widely applied in weakly-supervised temporal action localization. Existing works directly utilize weakly-supervised base model to generate instance-level pseudo-labels for training the fully-supervised detection head. We argue that the noise in pseudo-labels would interfere with the learning of fully-supervised detection head, leading to significant performance leakage. Issues with noisy labels include:(1) inaccurate boundary localization; (2) undetected short action clips; (3) multiple adjacent segments incorrectly detected as one segment. To target the","authors_text":"Chun Yuan, Ke Zhang, Quan Zhang, Rui Yuan, Xi Lin, Xi Tang, Yuxin Qi","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-19T17:31:40Z","title":"Rethinking Pseudo-Label Guided Learning for Weakly Supervised Temporal Action Localization from the Perspective of Noise Correction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.11124","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:bb87ec82a68cfd88a500bd0f772d29085f1c887cbc4270bc3f582ab3ce7dacc5","target":"record","created_at":"2026-07-05T10:56:13Z","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":"379a950b4da58dcb35fd6c3266f71d70333e3fa9f06ea049e0ce9de0006fcb68","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-19T17:31:40Z","title_canon_sha256":"73d8ef956078d938d11a4f9b4cf0a546d9ee3e367eca711b7ed43469c88031e1"},"schema_version":"1.0","source":{"id":"2501.11124","kind":"arxiv","version":2}},"canonical_sha256":"cfb79859756a2570618318efc27f6f78ad669f91ac06878ac48dcfc8882cfb94","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cfb79859756a2570618318efc27f6f78ad669f91ac06878ac48dcfc8882cfb94","first_computed_at":"2026-07-05T10:56:13.809283Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:56:13.809283Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tY9X1ii2ENt3vtF5so6ONvNmX6uUihyr9q4DjS6DbjvnfyL87DL7RndadI51wzap770GCbZWHpFRMSmSkRN0Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:56:13.809734Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.11124","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bb87ec82a68cfd88a500bd0f772d29085f1c887cbc4270bc3f582ab3ce7dacc5","sha256:5b56a59c777ca043531f3bfe51e838e7da376faaeeab0ed2e754380dc38f58b8"],"state_sha256":"212aabf320ba79e34a7cea2db4fb2836d4ad604b03481889cab364bca62daf5d"}