{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:NYNXHUBOZLCQIHSPWY2RAODRVQ","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":"5e1514535ccdd878dbeaee0786f56baa1a3870a9e0041ee8eef0fa625eef9f52","cross_cats_sorted":["cs.SD"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2024-04-27T07:28:10Z","title_canon_sha256":"bed03d4c96637cf17fd4a063782358daa29c5d5090311791694d52da05952729"},"schema_version":"1.0","source":{"id":"2404.17810","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.17810","created_at":"2026-07-05T08:13:14Z"},{"alias_kind":"arxiv_version","alias_value":"2404.17810v1","created_at":"2026-07-05T08:13:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.17810","created_at":"2026-07-05T08:13:14Z"},{"alias_kind":"pith_short_12","alias_value":"NYNXHUBOZLCQ","created_at":"2026-07-05T08:13:14Z"},{"alias_kind":"pith_short_16","alias_value":"NYNXHUBOZLCQIHSP","created_at":"2026-07-05T08:13:14Z"},{"alias_kind":"pith_short_8","alias_value":"NYNXHUBO","created_at":"2026-07-05T08:13:14Z"}],"graph_snapshots":[{"event_id":"sha256:4d0228e2cd7cb550b944a4b9b57e0a1736d22d84e1bc359c7ba2c7843b3534f1","target":"graph","created_at":"2026-07-05T08:13:14Z","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/2404.17810/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"When decisions are made and when personal data is treated by automated processes, there is an expectation of fairness -- that members of different demographic groups receive equitable treatment. This expectation applies to biometric systems such as automatic speaker verification (ASV). We present a comparison of three candidate fairness metrics and extend previous work performed for face recognition, by examining differential performance across a range of different ASV operating points. Results show that the Gini Aggregation Rate for Biometric Equitability (GARBE) is the only one which meets t","authors_text":"Chiara Galdi, Christoph Busch, Massimiliano Todisco, Nicholas Evans, Oubaida Chouchane","cross_cats":["cs.SD"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2024-04-27T07:28:10Z","title":"A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.17810","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:efd1cdd233aac707100693dfa29519f978b9205274403132f9c0c5b711d9b43a","target":"record","created_at":"2026-07-05T08:13:14Z","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":"5e1514535ccdd878dbeaee0786f56baa1a3870a9e0041ee8eef0fa625eef9f52","cross_cats_sorted":["cs.SD"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2024-04-27T07:28:10Z","title_canon_sha256":"bed03d4c96637cf17fd4a063782358daa29c5d5090311791694d52da05952729"},"schema_version":"1.0","source":{"id":"2404.17810","kind":"arxiv","version":1}},"canonical_sha256":"6e1b73d02ecac5041e4fb635103871ac3389047108767d027253652c26ced5b3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6e1b73d02ecac5041e4fb635103871ac3389047108767d027253652c26ced5b3","first_computed_at":"2026-07-05T08:13:14.692857Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:13:14.692857Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NwFL58KTNNYhq7bTm/QKVmHmkYkjNgNHT/OJ/qC5Ji3Uw3mWCeH/BAk7YrNw79vokhfiz+ahwopnphvFY17AAw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:13:14.693342Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.17810","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:efd1cdd233aac707100693dfa29519f978b9205274403132f9c0c5b711d9b43a","sha256:4d0228e2cd7cb550b944a4b9b57e0a1736d22d84e1bc359c7ba2c7843b3534f1"],"state_sha256":"0dda2e9c7b77ed5778c9d53fd0d0e7b2e55f061f4aa0ce0126d40af1837edc3b"}