{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:OABGPHJUQEFYZ4WQ54FMSDBFTZ","short_pith_number":"pith:OABGPHJU","schema_version":"1.0","canonical_sha256":"7002679d34810b8cf2d0ef0ac90c259e5e958ff3625b9d6a963030f21c0facc8","source":{"kind":"arxiv","id":"2605.24926","version":1},"attestation_state":"computed","paper":{"title":"Energy Shields for Fairness","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Filip Cano, Konstantin Kueffner, Thomas A. Henzinger","submitted_at":"2026-05-24T08:10:17Z","abstract_excerpt":"Runtime fairness is not a one-time constraint but a dynamic property evaluated over a sequence of decisions.\n  To ensure fairness at runtime, it is necessary to account for past decisions, information neglected by conventional, static classifiers.\n  Traditional fairness shields enforce runtime fairness abruptly,\n  by intervening \\emph{deterministically} whenever a sequence of decisions violates the target for a running fairness measure. This motivates our \\emph{main conceptual contribution: \\textbf{energy shields}.}\n  An energy shield is a novel, lightweight, adaptive controller that monitors "},"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":"2605.24926","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-24T08:10:17Z","cross_cats_sorted":[],"title_canon_sha256":"f688029c2d93dc14e346ba178987c6a3ed03ab3b661ee3c1d31866eb1e0bd19c","abstract_canon_sha256":"667697f272ea823eccb7b4939fa917554be9349375aeb9be9b40af1f72a9d5a2"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-26T01:04:06.084127Z","signature_b64":"YlWo9aV6P0lPhSk/QNqgPGRXX6OGjrVMYu+J6w4jhCLoMemk4MPs24Op1hIp7cKJJTPKPvf0F91Yqe00Nc3qDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7002679d34810b8cf2d0ef0ac90c259e5e958ff3625b9d6a963030f21c0facc8","last_reissued_at":"2026-05-26T01:04:06.083565Z","signature_status":"signed_v1","first_computed_at":"2026-05-26T01:04:06.083565Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Energy Shields for Fairness","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Filip Cano, Konstantin Kueffner, Thomas A. Henzinger","submitted_at":"2026-05-24T08:10:17Z","abstract_excerpt":"Runtime fairness is not a one-time constraint but a dynamic property evaluated over a sequence of decisions.\n  To ensure fairness at runtime, it is necessary to account for past decisions, information neglected by conventional, static classifiers.\n  Traditional fairness shields enforce runtime fairness abruptly,\n  by intervening \\emph{deterministically} whenever a sequence of decisions violates the target for a running fairness measure. This motivates our \\emph{main conceptual contribution: \\textbf{energy shields}.}\n  An energy shield is a novel, lightweight, adaptive controller that monitors "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.24926","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/2605.24926/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":"2605.24926","created_at":"2026-05-26T01:04:06.083665+00:00"},{"alias_kind":"arxiv_version","alias_value":"2605.24926v1","created_at":"2026-05-26T01:04:06.083665+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.24926","created_at":"2026-05-26T01:04:06.083665+00:00"},{"alias_kind":"pith_short_12","alias_value":"OABGPHJUQEFY","created_at":"2026-05-26T01:04:06.083665+00:00"},{"alias_kind":"pith_short_16","alias_value":"OABGPHJUQEFYZ4WQ","created_at":"2026-05-26T01:04:06.083665+00:00"},{"alias_kind":"pith_short_8","alias_value":"OABGPHJU","created_at":"2026-05-26T01:04:06.083665+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/OABGPHJUQEFYZ4WQ54FMSDBFTZ","json":"https://pith.science/pith/OABGPHJUQEFYZ4WQ54FMSDBFTZ.json","graph_json":"https://pith.science/api/pith-number/OABGPHJUQEFYZ4WQ54FMSDBFTZ/graph.json","events_json":"https://pith.science/api/pith-number/OABGPHJUQEFYZ4WQ54FMSDBFTZ/events.json","paper":"https://pith.science/paper/OABGPHJU"},"agent_actions":{"view_html":"https://pith.science/pith/OABGPHJUQEFYZ4WQ54FMSDBFTZ","download_json":"https://pith.science/pith/OABGPHJUQEFYZ4WQ54FMSDBFTZ.json","view_paper":"https://pith.science/paper/OABGPHJU","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2605.24926&json=true","fetch_graph":"https://pith.science/api/pith-number/OABGPHJUQEFYZ4WQ54FMSDBFTZ/graph.json","fetch_events":"https://pith.science/api/pith-number/OABGPHJUQEFYZ4WQ54FMSDBFTZ/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/OABGPHJUQEFYZ4WQ54FMSDBFTZ/action/timestamp_anchor","attest_storage":"https://pith.science/pith/OABGPHJUQEFYZ4WQ54FMSDBFTZ/action/storage_attestation","attest_author":"https://pith.science/pith/OABGPHJUQEFYZ4WQ54FMSDBFTZ/action/author_attestation","sign_citation":"https://pith.science/pith/OABGPHJUQEFYZ4WQ54FMSDBFTZ/action/citation_signature","submit_replication":"https://pith.science/pith/OABGPHJUQEFYZ4WQ54FMSDBFTZ/action/replication_record"}},"created_at":"2026-05-26T01:04:06.083665+00:00","updated_at":"2026-05-26T01:04:06.083665+00:00"}