{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:7Q4GRMAIVQNA2Z6YOMWPSXNV7X","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":"f828ae031529a1bd769f129a0d44e737fee1aec4c2aa7fde8ba205affc1f1921","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-17T05:21:41Z","title_canon_sha256":"0c23bd6563413b6558fb1105cda82e57cef0c670e0a52ba8b05ef3011ab82a4f"},"schema_version":"1.0","source":{"id":"2407.21032","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.21032","created_at":"2026-07-05T08:50:32Z"},{"alias_kind":"arxiv_version","alias_value":"2407.21032v1","created_at":"2026-07-05T08:50:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.21032","created_at":"2026-07-05T08:50:32Z"},{"alias_kind":"pith_short_12","alias_value":"7Q4GRMAIVQNA","created_at":"2026-07-05T08:50:32Z"},{"alias_kind":"pith_short_16","alias_value":"7Q4GRMAIVQNA2Z6Y","created_at":"2026-07-05T08:50:32Z"},{"alias_kind":"pith_short_8","alias_value":"7Q4GRMAI","created_at":"2026-07-05T08:50:32Z"}],"graph_snapshots":[{"event_id":"sha256:e0a5f1da12737f3d9cede07e750b697ba7f947762452c2d10b536e7fe98224ac","target":"graph","created_at":"2026-07-05T08:50:32Z","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/2407.21032/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper addresses the societal concerns arising from large-scale text-to-image diffusion models for generating potentially harmful or copyrighted content. Existing models rely heavily on internet-crawled data, wherein problematic concepts persist due to incomplete filtration processes. While previous approaches somewhat alleviate the issue, they often rely on text-specified concepts, introducing challenges in accurately capturing nuanced concepts and aligning model knowledge with human understandings. In response, we propose a framework named Human Feedback Inversion (HFI), where human feed","authors_text":"Balhae Kim, Jinwoo Shin, Juho Lee, Moonseok Choi, Sanghyun Kim, Seohyeon Jung","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-17T05:21:41Z","title":"Safeguard Text-to-Image Diffusion Models with Human Feedback Inversion"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.21032","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":"sha256:335a7e27a60a2fc3d0ef32705db122e05ae3b0b440c9d1e9739dadb771ef8444","target":"record","created_at":"2026-07-05T08:50:32Z","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":"f828ae031529a1bd769f129a0d44e737fee1aec4c2aa7fde8ba205affc1f1921","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-17T05:21:41Z","title_canon_sha256":"0c23bd6563413b6558fb1105cda82e57cef0c670e0a52ba8b05ef3011ab82a4f"},"schema_version":"1.0","source":{"id":"2407.21032","kind":"arxiv","version":1}},"canonical_sha256":"fc3868b008ac1a0d67d8732cf95db5fdec08c1dbc24a5d1b73e3bec7428c8b14","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fc3868b008ac1a0d67d8732cf95db5fdec08c1dbc24a5d1b73e3bec7428c8b14","first_computed_at":"2026-07-05T08:50:32.230303Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:50:32.230303Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Wv7chI0EeiNp76TmN0CcQzEp9o5c03NKUdpMpikVSFYk0+geYPxmlZBi3tgew/mipktl6WraB7BykLSsjn51Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:50:32.230713Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.21032","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:335a7e27a60a2fc3d0ef32705db122e05ae3b0b440c9d1e9739dadb771ef8444","sha256:e0a5f1da12737f3d9cede07e750b697ba7f947762452c2d10b536e7fe98224ac"],"state_sha256":"0da7c137ef22dd3c9e35d5f8a8c78b6c267caee8e329eb2d22d80f54cd6b0cca"}