{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:2LDMO7XU36XRQBSZPY7ARSCL7G","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":"c9fed4662f0d50dfc866acfd61eb1525b5fa877fbca08bfc10445a82d3e71110","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-08T09:55:19Z","title_canon_sha256":"11a245509fbe8bfec153c96f9f84f1a4f5ef8613e8afdfb7ca1518d9dac6d29b"},"schema_version":"1.0","source":{"id":"2503.06142","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.06142","created_at":"2026-07-05T10:26:55Z"},{"alias_kind":"arxiv_version","alias_value":"2503.06142v1","created_at":"2026-07-05T10:26:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.06142","created_at":"2026-07-05T10:26:55Z"},{"alias_kind":"pith_short_12","alias_value":"2LDMO7XU36XR","created_at":"2026-07-05T10:26:55Z"},{"alias_kind":"pith_short_16","alias_value":"2LDMO7XU36XRQBSZ","created_at":"2026-07-05T10:26:55Z"},{"alias_kind":"pith_short_8","alias_value":"2LDMO7XU","created_at":"2026-07-05T10:26:55Z"}],"graph_snapshots":[{"event_id":"sha256:fcbdaa8da69253525e23e0eef752cd7ba1b423a1c5713571bd9bec84962d3653","target":"graph","created_at":"2026-07-05T10:26:55Z","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/2503.06142/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Faces synthesized by diffusion models (DMs) with high-quality and controllable attributes pose a significant challenge for Deepfake detection. Most state-of-the-art detectors only yield a binary decision, incapable of forgery localization, attribution of forgery methods, and providing analysis on the cause of forgeries. In this work, we integrate Multimodal Large Language Models (MLLMs) within DM-based face forensics, and propose a fine-grained analysis triad framework called VLForgery, that can 1) predict falsified facial images; 2) locate the falsified face regions subjected to partial synth","authors_text":"Bing Fan, Bin Li, Feng Ding, Guopu Zhu, Xinan He, Yue Zhou","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-08T09:55:19Z","title":"VLForgery Face Triad: Detection, Localization and Attribution via Multimodal Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.06142","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:a365d8543d10523332d42873f31dd177843cbcefdeac9862f570554977f93fe9","target":"record","created_at":"2026-07-05T10:26:55Z","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":"c9fed4662f0d50dfc866acfd61eb1525b5fa877fbca08bfc10445a82d3e71110","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-08T09:55:19Z","title_canon_sha256":"11a245509fbe8bfec153c96f9f84f1a4f5ef8613e8afdfb7ca1518d9dac6d29b"},"schema_version":"1.0","source":{"id":"2503.06142","kind":"arxiv","version":1}},"canonical_sha256":"d2c6c77ef4dfaf1806597e3e08c84bf9bec20e2fe8312b75eff46a2d4e3c264f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d2c6c77ef4dfaf1806597e3e08c84bf9bec20e2fe8312b75eff46a2d4e3c264f","first_computed_at":"2026-07-05T10:26:55.136843Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:26:55.136843Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"l+zif33IIazeIFIS6uPYoPnWS8N8tKIi+ptYOjHTZFL3WwTD881/wMUHrw1QjN7WQq6/Asjp7wRQTI4QJ1pFAA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:26:55.137486Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.06142","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a365d8543d10523332d42873f31dd177843cbcefdeac9862f570554977f93fe9","sha256:fcbdaa8da69253525e23e0eef752cd7ba1b423a1c5713571bd9bec84962d3653"],"state_sha256":"324df5569cc2e7058ce023599087b478667a4eb1022be9bae9955295093cbc71"}