{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ETOOI2J2IRULNGNG7FEMVIHKL5","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":"e100a87b4bb23e1d51367eafb508e0ac131967f599869b925e8091cd92c3e4c7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-02-19T09:52:41Z","title_canon_sha256":"4cba4d6ecad1a22feacd66e3afd479579ee1f50dd293f3cad59ab926aa575d26"},"schema_version":"1.0","source":{"id":"2402.12004","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.12004","created_at":"2026-07-05T09:47:54Z"},{"alias_kind":"arxiv_version","alias_value":"2402.12004v2","created_at":"2026-07-05T09:47:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.12004","created_at":"2026-07-05T09:47:54Z"},{"alias_kind":"pith_short_12","alias_value":"ETOOI2J2IRUL","created_at":"2026-07-05T09:47:54Z"},{"alias_kind":"pith_short_16","alias_value":"ETOOI2J2IRULNGNG","created_at":"2026-07-05T09:47:54Z"},{"alias_kind":"pith_short_8","alias_value":"ETOOI2J2","created_at":"2026-07-05T09:47:54Z"}],"graph_snapshots":[{"event_id":"sha256:b579cd26ac81545734266f37242ce7850d4ec975f30d86debe10b2badbe69cc7","target":"graph","created_at":"2026-07-05T09:47:54Z","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/2402.12004/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Text-to-image (T2I) diffusion models, when fine-tuned on a few personal images, can generate visuals with a high degree of consistency. However, such fine-tuned models are not robust; they often fail to compose with concepts of pretrained model or other fine-tuned models. To address this, we propose a novel fine-tuning objective, dubbed Direct Consistency Optimization, which controls the deviation between fine-tuning and pretrained models to retain the pretrained knowledge during fine-tuning. Through extensive experiments on subject and style customization, we demonstrate that our method posit","authors_text":"Jinwoo Shin, Kihyuk Sohn, Kyungmin Lee, Sangkyung Kwak","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-02-19T09:52:41Z","title":"Direct Consistency Optimization for Robust Customization of Text-to-Image Diffusion Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.12004","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":"sha256:04040bfe36db1b5db072f8d29f18e1503b91ad177a7b85eb42ad5ac0e2e2e600","target":"record","created_at":"2026-07-05T09:47:54Z","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":"e100a87b4bb23e1d51367eafb508e0ac131967f599869b925e8091cd92c3e4c7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-02-19T09:52:41Z","title_canon_sha256":"4cba4d6ecad1a22feacd66e3afd479579ee1f50dd293f3cad59ab926aa575d26"},"schema_version":"1.0","source":{"id":"2402.12004","kind":"arxiv","version":2}},"canonical_sha256":"24dce4693a4468b699a6f948caa0ea5f5a4c6cf7c86413eed3f1721b4fc74149","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"24dce4693a4468b699a6f948caa0ea5f5a4c6cf7c86413eed3f1721b4fc74149","first_computed_at":"2026-07-05T09:47:54.479974Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:47:54.479974Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JKIKMUSd7PsavCibXeL9nNRMqnfQ7TiDfpPKaDlYmUcu26lq3lo3B9549IMAeSDuCMmqOXW+sZAv0noaFTU6BA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:47:54.480390Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.12004","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:04040bfe36db1b5db072f8d29f18e1503b91ad177a7b85eb42ad5ac0e2e2e600","sha256:b579cd26ac81545734266f37242ce7850d4ec975f30d86debe10b2badbe69cc7"],"state_sha256":"ca90c26a6b06960d71990dc33c49933b4e8cfc34be454403b808fddc5e11ad76"}