{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:NAWAIJJZVEYCPMCPZV5SPTKCT7","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":"5a18e4ee6ae78edcc80428226649236fab029ef846593d0038dbfec599a2c4c0","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-08-25T17:59:59Z","title_canon_sha256":"06660029ab43a80c0fe2f73b7c9295178aeca5699763db7245bb825f1eee4094"},"schema_version":"1.0","source":{"id":"2308.14761","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.14761","created_at":"2026-07-05T09:24:51Z"},{"alias_kind":"arxiv_version","alias_value":"2308.14761v2","created_at":"2026-07-05T09:24:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.14761","created_at":"2026-07-05T09:24:51Z"},{"alias_kind":"pith_short_12","alias_value":"NAWAIJJZVEYC","created_at":"2026-07-05T09:24:51Z"},{"alias_kind":"pith_short_16","alias_value":"NAWAIJJZVEYCPMCP","created_at":"2026-07-05T09:24:51Z"},{"alias_kind":"pith_short_8","alias_value":"NAWAIJJZ","created_at":"2026-07-05T09:24:51Z"}],"graph_snapshots":[{"event_id":"sha256:cdff8b7824f666d9fe258da626d0f8c1de9a9fc76caec2c65cd922bfbe72dfd8","target":"graph","created_at":"2026-07-05T09:24:51Z","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/2308.14761/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Text-to-image models suffer from various safety issues that may limit their suitability for deployment. Previous methods have separately addressed individual issues of bias, copyright, and offensive content in text-to-image models. However, in the real world, all of these issues appear simultaneously in the same model. We present a method that tackles all issues with a single approach. Our method, Unified Concept Editing (UCE), edits the model without training using a closed-form solution, and scales seamlessly to concurrent edits on text-conditional diffusion models. We demonstrate scalable s","authors_text":"David Bau, Hadas Orgad, Joanna Materzy\\'nska, Rohit Gandikota, Yonatan Belinkov","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-08-25T17:59:59Z","title":"Unified Concept Editing in Diffusion Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.14761","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":"sha256:7aa8e51bea54c78fbddca4f1454d1cd5c8d3a5548be82db666f6c41e850f2a58","target":"record","created_at":"2026-07-05T09:24:51Z","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":"5a18e4ee6ae78edcc80428226649236fab029ef846593d0038dbfec599a2c4c0","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-08-25T17:59:59Z","title_canon_sha256":"06660029ab43a80c0fe2f73b7c9295178aeca5699763db7245bb825f1eee4094"},"schema_version":"1.0","source":{"id":"2308.14761","kind":"arxiv","version":2}},"canonical_sha256":"682c042539a93027b04fcd7b27cd429fc4e3c7d418e65781399749c340a24131","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"682c042539a93027b04fcd7b27cd429fc4e3c7d418e65781399749c340a24131","first_computed_at":"2026-07-05T09:24:51.713114Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:24:51.713114Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2JpIlkEtSX713ntA+2B+9UyCh5Jkukuk3xu9c/iuR9ge6aQvFl4CDequi3LIlbaN05EI6VZ4HKXgfVhjfdIZAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:24:51.713597Z","signed_message":"canonical_sha256_bytes"},"source_id":"2308.14761","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7aa8e51bea54c78fbddca4f1454d1cd5c8d3a5548be82db666f6c41e850f2a58","sha256:cdff8b7824f666d9fe258da626d0f8c1de9a9fc76caec2c65cd922bfbe72dfd8"],"state_sha256":"d508fb9438521203e32bbb11adcc95dd1df280e3c2618d3ccac64e210cabb026"}