{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:UIY6ATHEKMPBU6NY7TIS2X5XSN","short_pith_number":"pith:UIY6ATHE","schema_version":"1.0","canonical_sha256":"a231e04ce4531e1a79b8fcd12d5fb7935ebc8ac274bf04f8118016f2d40ef2ed","source":{"kind":"arxiv","id":"2605.28036","version":1},"attestation_state":"computed","paper":{"title":"Stay Fair! Ensuring Group Fairness in Diffusion Models Across Guidance Scales","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"Eunji Kim, Minwoo Chae, Myeongsoo Kim, Sangwoo Mo","submitted_at":"2026-05-27T06:39:25Z","abstract_excerpt":"Diffusion models steer conditional generation with a tunable guidance scale to trade off prompt alignment and diversity. However, existing debiasing techniques are optimized for a single scale, degrading fairness when users adjust this parameter. We trace this behavior to a previously overlooked source by decomposing total bias into two components: a model bias and a guidance bias. While prior work primarily targets the former, we show that the guidance bias grows monotonically with the guidance scale, eventually dominating the high-guidance regimes users prefer. To address this, we extend Str"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2605.28036","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-05-27T06:39:25Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"9caa6a744f69b4acf6e6e8b00722607a65dbd8166e55c6909959e56a036552d2","abstract_canon_sha256":"34e5b07c18fa31a62e3ca03cb862d1a64a9c401705578c62b0ce3a966ee9558f"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-28T01:04:56.698022Z","signature_b64":"sGw+TXumRfFIekqW+jYzmTmrTXm2tmL7s9bNPf6zppPrAiTcyo+cc3yK0RkKGZSOYSw6HF5IEG90KXrnDnbsAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a231e04ce4531e1a79b8fcd12d5fb7935ebc8ac274bf04f8118016f2d40ef2ed","last_reissued_at":"2026-05-28T01:04:56.697562Z","signature_status":"signed_v1","first_computed_at":"2026-05-28T01:04:56.697562Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Stay Fair! Ensuring Group Fairness in Diffusion Models Across Guidance Scales","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"Eunji Kim, Minwoo Chae, Myeongsoo Kim, Sangwoo Mo","submitted_at":"2026-05-27T06:39:25Z","abstract_excerpt":"Diffusion models steer conditional generation with a tunable guidance scale to trade off prompt alignment and diversity. However, existing debiasing techniques are optimized for a single scale, degrading fairness when users adjust this parameter. We trace this behavior to a previously overlooked source by decomposing total bias into two components: a model bias and a guidance bias. While prior work primarily targets the former, we show that the guidance bias grows monotonically with the guidance scale, eventually dominating the high-guidance regimes users prefer. To address this, we extend Str"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.28036","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2605.28036/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2605.28036","created_at":"2026-05-28T01:04:56.697633+00:00"},{"alias_kind":"arxiv_version","alias_value":"2605.28036v1","created_at":"2026-05-28T01:04:56.697633+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.28036","created_at":"2026-05-28T01:04:56.697633+00:00"},{"alias_kind":"pith_short_12","alias_value":"UIY6ATHEKMPB","created_at":"2026-05-28T01:04:56.697633+00:00"},{"alias_kind":"pith_short_16","alias_value":"UIY6ATHEKMPBU6NY","created_at":"2026-05-28T01:04:56.697633+00:00"},{"alias_kind":"pith_short_8","alias_value":"UIY6ATHE","created_at":"2026-05-28T01:04:56.697633+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN","json":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN.json","graph_json":"https://pith.science/api/pith-number/UIY6ATHEKMPBU6NY7TIS2X5XSN/graph.json","events_json":"https://pith.science/api/pith-number/UIY6ATHEKMPBU6NY7TIS2X5XSN/events.json","paper":"https://pith.science/paper/UIY6ATHE"},"agent_actions":{"view_html":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN","download_json":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN.json","view_paper":"https://pith.science/paper/UIY6ATHE","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2605.28036&json=true","fetch_graph":"https://pith.science/api/pith-number/UIY6ATHEKMPBU6NY7TIS2X5XSN/graph.json","fetch_events":"https://pith.science/api/pith-number/UIY6ATHEKMPBU6NY7TIS2X5XSN/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN/action/timestamp_anchor","attest_storage":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN/action/storage_attestation","attest_author":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN/action/author_attestation","sign_citation":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN/action/citation_signature","submit_replication":"https://pith.science/pith/UIY6ATHEKMPBU6NY7TIS2X5XSN/action/replication_record"}},"created_at":"2026-05-28T01:04:56.697633+00:00","updated_at":"2026-05-28T01:04:56.697633+00:00"}