{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:YIRXZPQ7GON526ICVJB2E34FHZ","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":"f2f89486cb3b0de95ab0df89a6307196152f2793246cf0d636ff4725e4228479","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-07-03T10:20:04Z","title_canon_sha256":"ec50d2f5b880548f0457f490f44d6578ef1d3e422c171aed713a6f21f92d9dac"},"schema_version":"1.0","source":{"id":"2507.03048","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.03048","created_at":"2026-07-05T11:31:51Z"},{"alias_kind":"arxiv_version","alias_value":"2507.03048v1","created_at":"2026-07-05T11:31:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.03048","created_at":"2026-07-05T11:31:51Z"},{"alias_kind":"pith_short_12","alias_value":"YIRXZPQ7GON5","created_at":"2026-07-05T11:31:51Z"},{"alias_kind":"pith_short_16","alias_value":"YIRXZPQ7GON526IC","created_at":"2026-07-05T11:31:51Z"},{"alias_kind":"pith_short_8","alias_value":"YIRXZPQ7","created_at":"2026-07-05T11:31:51Z"}],"graph_snapshots":[{"event_id":"sha256:6ed8da0fb0814c4d41860a12086e734854393c8b7cc958fd9685a6f2e585405c","target":"graph","created_at":"2026-07-05T11:31:51Z","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/2507.03048/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Machine-learned systems are in widespread use for making decisions about humans, and it is important that they are fair, i.e., not biased against individuals based on sensitive attributes.\n  We present a general framework of runtime verification of algorithmic fairness for systems whose models are unknown, but are assumed to have a Markov chain structure, with or without full observation of the state space.\n  We introduce a specification language that can model many common algorithmic fairness properties, such as demographic parity, equal opportunity, and social burden.\n  We build monitors tha","authors_text":"Kaushik Mallik, Konstantin Kueffner, Mahyar Karimi, Thomas A. Henzinger","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-07-03T10:20:04Z","title":"Monitoring of Static Fairness"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.03048","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":"sha256:1f7ee5a57c6abb7ecc757e9739a9c51c6a5aec2bcb9cd77d5072e87c0e728833","target":"record","created_at":"2026-07-05T11:31:51Z","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":"f2f89486cb3b0de95ab0df89a6307196152f2793246cf0d636ff4725e4228479","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-07-03T10:20:04Z","title_canon_sha256":"ec50d2f5b880548f0457f490f44d6578ef1d3e422c171aed713a6f21f92d9dac"},"schema_version":"1.0","source":{"id":"2507.03048","kind":"arxiv","version":1}},"canonical_sha256":"c2237cbe1f339bdd7902aa43a26f853e47fe64091310f0dac61c983f3f80091e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c2237cbe1f339bdd7902aa43a26f853e47fe64091310f0dac61c983f3f80091e","first_computed_at":"2026-07-05T11:31:51.472082Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:31:51.472082Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3QBGoow3zqTSLPbyPtYKff4BOyse2Ni1E3Zlqa3FMgtMipszaj2i7v+B3abkvnBUDwim//mQq1XSXQ6XJm01Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:31:51.472750Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.03048","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1f7ee5a57c6abb7ecc757e9739a9c51c6a5aec2bcb9cd77d5072e87c0e728833","sha256:6ed8da0fb0814c4d41860a12086e734854393c8b7cc958fd9685a6f2e585405c"],"state_sha256":"6843bcdf4d6df894fe407b9e5e29c748a1e507f7a33f74113565a0226c68221c"}