{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:BXC5QZFHBEP53FSSPSVO5AMFA7","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":"e3053ccaefd9ce05b3f1047f29a0b11b3dc5101328299246340c6b8cce777e40","cross_cats_sorted":["cs.CR","cs.LG","eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-22T08:49:08Z","title_canon_sha256":"873f5b2a172d30f8c31e9eb339585c28299e46c81f7609851364bc7f77796a50"},"schema_version":"1.0","source":{"id":"2411.14798","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.14798","created_at":"2026-07-05T09:39:12Z"},{"alias_kind":"arxiv_version","alias_value":"2411.14798v1","created_at":"2026-07-05T09:39:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.14798","created_at":"2026-07-05T09:39:12Z"},{"alias_kind":"pith_short_12","alias_value":"BXC5QZFHBEP5","created_at":"2026-07-05T09:39:12Z"},{"alias_kind":"pith_short_16","alias_value":"BXC5QZFHBEP53FSS","created_at":"2026-07-05T09:39:12Z"},{"alias_kind":"pith_short_8","alias_value":"BXC5QZFH","created_at":"2026-07-05T09:39:12Z"}],"graph_snapshots":[{"event_id":"sha256:90b00bf9910e2cd88f58098227655c84a858f205715103fdef369e48f75f99cc","target":"graph","created_at":"2026-07-05T09:39:12Z","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/2411.14798/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Current passive deepfake face-swapping detection methods encounter significance bottlenecks in model generalization capabilities. Meanwhile, proactive detection methods often use fixed watermarks which lack a close relationship with the content they protect and are vulnerable to security risks. Dynamic watermarks based on facial features offer a promising solution, as these features provide unique identifiers. Therefore, this paper proposes a Facial Feature-based Proactive deepfake detection method (FaceProtect), which utilizes changes in facial characteristics during deepfake manipulation as ","authors_text":"Chen Yang, Kanlin Liu, Liehuang Zhu, Shulin Lan, Xingshan Yao, Yazhou Zhao, Yingchao Wang","cross_cats":["cs.CR","cs.LG","eess.IV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-22T08:49:08Z","title":"Facial Features Matter: a Dynamic Watermark based Proactive Deepfake Detection Approach"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.14798","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:a90e90e136a3bc89e9a1632b27c285b6a00c01683c723f15364f0f8c1e9b04b4","target":"record","created_at":"2026-07-05T09:39:12Z","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":"e3053ccaefd9ce05b3f1047f29a0b11b3dc5101328299246340c6b8cce777e40","cross_cats_sorted":["cs.CR","cs.LG","eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-22T08:49:08Z","title_canon_sha256":"873f5b2a172d30f8c31e9eb339585c28299e46c81f7609851364bc7f77796a50"},"schema_version":"1.0","source":{"id":"2411.14798","kind":"arxiv","version":1}},"canonical_sha256":"0dc5d864a7091fdd96527caaee818507f49f68767bb9759a93f896c321e56ca1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0dc5d864a7091fdd96527caaee818507f49f68767bb9759a93f896c321e56ca1","first_computed_at":"2026-07-05T09:39:12.134335Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:39:12.134335Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"esyy2/tnKjxj+U2bsh78SeCMMW1hgtj1llR2Pid6mKC/g1mYqGsS0gTr2KjQrVwEX8JYDltST+dU72Ey7PFXDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:39:12.134845Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.14798","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a90e90e136a3bc89e9a1632b27c285b6a00c01683c723f15364f0f8c1e9b04b4","sha256:90b00bf9910e2cd88f58098227655c84a858f205715103fdef369e48f75f99cc"],"state_sha256":"cb01ac4be7a8c7d1e5cf7ef375082520ce2c84a2d176b71cb31341df4b7e3cd6"}