{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:WD4ZHPM3EUWLXQ425IKY2FAZT7","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":"23a68120e1d2d16b192d4183a016947dfb17b5423527a06440862867c67590a3","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DB","submitted_at":"2026-05-21T18:31:48Z","title_canon_sha256":"b4a30a496ff77b15b4248360acdd5447e28e42e5549c8624dcfe5564f107ac94"},"schema_version":"1.0","source":{"id":"2605.22952","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.22952","created_at":"2026-05-25T02:01:31Z"},{"alias_kind":"arxiv_version","alias_value":"2605.22952v1","created_at":"2026-05-25T02:01:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.22952","created_at":"2026-05-25T02:01:31Z"},{"alias_kind":"pith_short_12","alias_value":"WD4ZHPM3EUWL","created_at":"2026-05-25T02:01:31Z"},{"alias_kind":"pith_short_16","alias_value":"WD4ZHPM3EUWLXQ42","created_at":"2026-05-25T02:01:31Z"},{"alias_kind":"pith_short_8","alias_value":"WD4ZHPM3","created_at":"2026-05-25T02:01:31Z"}],"graph_snapshots":[{"event_id":"sha256:c96d1253b51c4037366b8ef76962b70d956fb4df58e7b0f4a49b2d27694e15e3","target":"graph","created_at":"2026-05-25T02:01:31Z","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/2605.22952/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Differential privacy (DP) has become the de facto standard for protecting sensitive data, providing strong guarantees that published statistics or models reveal limited information about any individual. However, privacy noise and restricted data access make it increasingly difficult to assess the fairness and reliability of private datasets. In this paper, we propose a formal framework for quantifying data unfairness under DP. We identify three core desiderata for unfairness measures based on previous work: positivity, monotonicity, and DP computability. We further instantiate them through thr","authors_text":"Amir Gilad, Mariia Vologdin, Yuchao Tao","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DB","submitted_at":"2026-05-21T18:31:48Z","title":"Measuring Database Unfairness via Dependency Quantification Under Differential Privacy"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.22952","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":"sha256:3531b04d9774fe07c0033391ce21f972c71a0cf64bad70d780771304c9c1f640","target":"record","created_at":"2026-05-25T02:01:31Z","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":"23a68120e1d2d16b192d4183a016947dfb17b5423527a06440862867c67590a3","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DB","submitted_at":"2026-05-21T18:31:48Z","title_canon_sha256":"b4a30a496ff77b15b4248360acdd5447e28e42e5549c8624dcfe5564f107ac94"},"schema_version":"1.0","source":{"id":"2605.22952","kind":"arxiv","version":1}},"canonical_sha256":"b0f993bd9b252cbbc39aea158d14199fcc543c461d23eca56c4cac5a38eb747b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b0f993bd9b252cbbc39aea158d14199fcc543c461d23eca56c4cac5a38eb747b","first_computed_at":"2026-05-25T02:01:31.903518Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-25T02:01:31.903518Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"l5xHAVqFMtTvntmlWMguW5qmqMdXwskPKX0zQ334pQzKTzCK5ixy5VqBLAxs3ttNEp1VFtY9odvqLiHzSvh1AA==","signature_status":"signed_v1","signed_at":"2026-05-25T02:01:31.904042Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.22952","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3531b04d9774fe07c0033391ce21f972c71a0cf64bad70d780771304c9c1f640","sha256:c96d1253b51c4037366b8ef76962b70d956fb4df58e7b0f4a49b2d27694e15e3"],"state_sha256":"72705deb0e97077d871b55a154e42cccd9322a0aab94b36c037a19c32bebe394"}