{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:W7BJDZMWYKGG63OHLTEXINGL3L","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":"2862db1ec7f958f65d4d53d3836952e85ba8500f87b7e5361febeb7b88c81d99","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-25T14:39:18Z","title_canon_sha256":"7edd432d09a6947f148471d7e435f45a0f9252c8989912c8dd6b04c1fa28007f"},"schema_version":"1.0","source":{"id":"2411.16437","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.16437","created_at":"2026-07-05T09:40:09Z"},{"alias_kind":"arxiv_version","alias_value":"2411.16437v1","created_at":"2026-07-05T09:40:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.16437","created_at":"2026-07-05T09:40:09Z"},{"alias_kind":"pith_short_12","alias_value":"W7BJDZMWYKGG","created_at":"2026-07-05T09:40:09Z"},{"alias_kind":"pith_short_16","alias_value":"W7BJDZMWYKGG63OH","created_at":"2026-07-05T09:40:09Z"},{"alias_kind":"pith_short_8","alias_value":"W7BJDZMW","created_at":"2026-07-05T09:40:09Z"}],"graph_snapshots":[{"event_id":"sha256:cd791c59e653fa2800260c5fb3c4b74c8a1569864fdcdf44a708df1d6706de7f","target":"graph","created_at":"2026-07-05T09:40:09Z","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/2411.16437/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The growing demand for customized visual content has led to the rise of personalized text-to-image (T2I) diffusion models. Despite their remarkable potential, they pose significant privacy risk when misused for malicious purposes. In this paper, we propose a novel and efficient adversarial attack method, Concept Protection by Selective Attention Manipulation (CoPSAM) which targets only the cross-attention layers of a T2I diffusion model. For this purpose, we carefully construct an imperceptible noise to be added to clean samples to get their adversarial counterparts. This is obtained during th","authors_text":"Bogdan Raducanu, Muhammad Atif Butt, Sandesh Kamath, Xide Xu","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-25T14:39:18Z","title":"Privacy Protection in Personalized Diffusion Models via Targeted Cross-Attention Adversarial Attack"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.16437","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":"sha256:4d01ebbc2befd1d0118e85a88907663975e0728c850bf7934cda6677bb0fe18b","target":"record","created_at":"2026-07-05T09:40:09Z","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":"2862db1ec7f958f65d4d53d3836952e85ba8500f87b7e5361febeb7b88c81d99","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-25T14:39:18Z","title_canon_sha256":"7edd432d09a6947f148471d7e435f45a0f9252c8989912c8dd6b04c1fa28007f"},"schema_version":"1.0","source":{"id":"2411.16437","kind":"arxiv","version":1}},"canonical_sha256":"b7c291e596c28c6f6dc75cc97434cbdaf71f19d16e82328781d941bf544735c7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b7c291e596c28c6f6dc75cc97434cbdaf71f19d16e82328781d941bf544735c7","first_computed_at":"2026-07-05T09:40:09.376574Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:40:09.376574Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lUc2IlndHifshnDrfRFNwGPi0RuxduklOjMaY1CDEWe6DIfA43bTWRP1Vm3hoCXA4UFiiHzf65XaiVuXsP5qAw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:40:09.377079Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.16437","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4d01ebbc2befd1d0118e85a88907663975e0728c850bf7934cda6677bb0fe18b","sha256:cd791c59e653fa2800260c5fb3c4b74c8a1569864fdcdf44a708df1d6706de7f"],"state_sha256":"246564ab607b20681554abae1b2f8417447040312c364497754ee309f6f01102"}