{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:J4K43LSCX3CXIVYNTPCWCWAIL3","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":"a46012be7e97b1cf9cc39e255045580a6b4b9dcfc4bc0ef3d76655b1109505e5","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-16T12:56:57Z","title_canon_sha256":"ca2e8bd1564719584180db9a6d819902b828d9e888bd12918f3d7ed589722da8"},"schema_version":"1.0","source":{"id":"2412.11735","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.11735","created_at":"2026-07-05T10:08:26Z"},{"alias_kind":"arxiv_version","alias_value":"2412.11735v2","created_at":"2026-07-05T10:08:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.11735","created_at":"2026-07-05T10:08:26Z"},{"alias_kind":"pith_short_12","alias_value":"J4K43LSCX3CX","created_at":"2026-07-05T10:08:26Z"},{"alias_kind":"pith_short_16","alias_value":"J4K43LSCX3CXIVYN","created_at":"2026-07-05T10:08:26Z"},{"alias_kind":"pith_short_8","alias_value":"J4K43LSC","created_at":"2026-07-05T10:08:26Z"}],"graph_snapshots":[{"event_id":"sha256:431c63c03f214fca440910818ccb34d2ac6f7feea2938fe17d8cdafdab70b8a0","target":"graph","created_at":"2026-07-05T10:08:26Z","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/2412.11735/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Traditional adversarial attacks typically produce adversarial examples under norm-constrained conditions, whereas unrestricted adversarial examples are free-form with semantically meaningful perturbations. Current unrestricted adversarial impersonation attacks exhibit limited control over adversarial face attributes and often suffer from low transferability. In this paper, we propose a novel Text Controlled Attribute Attack (TCA$^2$) to generate photorealistic adversarial impersonation faces guided by natural language. Specifically, the category-level personal softmax vector is employed to pre","authors_text":"Dongmei Jiang, Wenyun Li, Xiangyuan Lan, Zheng Zhang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-16T12:56:57Z","title":"Transferable Adversarial Face Attack with Text Controlled Attribute"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.11735","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":"sha256:7dd96b9c590e32cafa4cff81812cce45a96e04da4432b94e989e7f19c8f73fca","target":"record","created_at":"2026-07-05T10:08:26Z","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":"a46012be7e97b1cf9cc39e255045580a6b4b9dcfc4bc0ef3d76655b1109505e5","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-16T12:56:57Z","title_canon_sha256":"ca2e8bd1564719584180db9a6d819902b828d9e888bd12918f3d7ed589722da8"},"schema_version":"1.0","source":{"id":"2412.11735","kind":"arxiv","version":2}},"canonical_sha256":"4f15cdae42bec574570d9bc56158085ef037e8b60a07acdcfae8c3bb4c70593a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4f15cdae42bec574570d9bc56158085ef037e8b60a07acdcfae8c3bb4c70593a","first_computed_at":"2026-07-05T10:08:26.145402Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:08:26.145402Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"YY31Bjv8oOrT6HSCLCqRoq516nvbYxvNeO1ofFaB2+pj3tc9sZAtfECMv9t9j5+23fSmE0FgwxN8p/SNu2A/BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:08:26.145988Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.11735","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7dd96b9c590e32cafa4cff81812cce45a96e04da4432b94e989e7f19c8f73fca","sha256:431c63c03f214fca440910818ccb34d2ac6f7feea2938fe17d8cdafdab70b8a0"],"state_sha256":"a417c2d2625927e5463ea04131c03b69564326b051badab6b8a137342de0667f"}