{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:6VLU4NVQ4WWU2U5W63WFKJHLT4","short_pith_number":"pith:6VLU4NVQ","canonical_record":{"source":{"id":"2605.22291","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-21T10:42:56Z","cross_cats_sorted":[],"title_canon_sha256":"afbdd8e3f6a4d10052c6353972f2b7cba63bf4366b6a1c3ca7f41095a046bb47","abstract_canon_sha256":"85c4e241ffd13abc7a60d5caf89532536272f688157ca7db8f579b57eb47babe"},"schema_version":"1.0"},"canonical_sha256":"f5574e36b0e5ad4d53b6f6ec5524eb9f2a848df21712b7e0740317449c6f168e","source":{"kind":"arxiv","id":"2605.22291","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.22291","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"arxiv_version","alias_value":"2605.22291v1","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.22291","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"pith_short_12","alias_value":"6VLU4NVQ4WWU","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"pith_short_16","alias_value":"6VLU4NVQ4WWU2U5W","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"pith_short_8","alias_value":"6VLU4NVQ","created_at":"2026-05-22T01:04:36Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:6VLU4NVQ4WWU2U5W63WFKJHLT4","target":"record","payload":{"canonical_record":{"source":{"id":"2605.22291","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-21T10:42:56Z","cross_cats_sorted":[],"title_canon_sha256":"afbdd8e3f6a4d10052c6353972f2b7cba63bf4366b6a1c3ca7f41095a046bb47","abstract_canon_sha256":"85c4e241ffd13abc7a60d5caf89532536272f688157ca7db8f579b57eb47babe"},"schema_version":"1.0"},"canonical_sha256":"f5574e36b0e5ad4d53b6f6ec5524eb9f2a848df21712b7e0740317449c6f168e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-22T01:04:36.385214Z","signature_b64":"grIDpSjKZe5mPESqU1/+65gawD5ERk3heCihPj4mbs1Btty62toonSKWBbHVWTLK/5GnB6g7H6JZQxgH304rCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f5574e36b0e5ad4d53b6f6ec5524eb9f2a848df21712b7e0740317449c6f168e","last_reissued_at":"2026-05-22T01:04:36.384661Z","signature_status":"signed_v1","first_computed_at":"2026-05-22T01:04:36.384661Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.22291","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-22T01:04:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GIhJF+M80xsrtZht+qaocvliYaAOaC75LxVC7jHhrvg+nsF6mAGFNOBUxTFJEGuXF7LMJYOGBdhRjnqERbI5AA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-30T13:30:36.056496Z"},"content_sha256":"92ed7066e654ec30e6cc1e31fae44ea8a9686d41abb27fe48c403b775c8e7929","schema_version":"1.0","event_id":"sha256:92ed7066e654ec30e6cc1e31fae44ea8a9686d41abb27fe48c403b775c8e7929"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:6VLU4NVQ4WWU2U5W63WFKJHLT4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Long-term Fairness with Selective Labels","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Giovani Valdrighi, Isabel Valera, Marcos Medeiros Raimundo","submitted_at":"2026-05-21T10:42:56Z","abstract_excerpt":"Long-term fairness algorithms aim to satisfy fairness beyond static and short-term notions by accounting for the dynamics between decision-making policies and population behavior. Most previous approaches evaluate performance and fairness measures from observable features and a label, which is assumed to be fully observed. However, in scenarios such as hiring or lending, the labels (e.g., ability to repay the loan) are selective labels as they are only revealed based on positive decisions (e.g., when a loan is granted). In this paper, we study long-term fairness in the selective labels setting"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.22291","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/2605.22291/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-22T01:04:36Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Q590VzwmxW08hhOZng+uPNGnF4tqiIGDLAtLscnjaXuq83FEa9St9L6UpA6Q71UBk3uYwcne7FrQUMKcWHoMCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-30T13:30:36.056876Z"},"content_sha256":"4f550097a937bac040f6c49f53ab80e10709e08af2f87a95a8bc903f21e3bc8d","schema_version":"1.0","event_id":"sha256:4f550097a937bac040f6c49f53ab80e10709e08af2f87a95a8bc903f21e3bc8d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6VLU4NVQ4WWU2U5W63WFKJHLT4/bundle.json","state_url":"https://pith.science/pith/6VLU4NVQ4WWU2U5W63WFKJHLT4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6VLU4NVQ4WWU2U5W63WFKJHLT4/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-05-30T13:30:36Z","links":{"resolver":"https://pith.science/pith/6VLU4NVQ4WWU2U5W63WFKJHLT4","bundle":"https://pith.science/pith/6VLU4NVQ4WWU2U5W63WFKJHLT4/bundle.json","state":"https://pith.science/pith/6VLU4NVQ4WWU2U5W63WFKJHLT4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6VLU4NVQ4WWU2U5W63WFKJHLT4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:6VLU4NVQ4WWU2U5W63WFKJHLT4","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":"85c4e241ffd13abc7a60d5caf89532536272f688157ca7db8f579b57eb47babe","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-21T10:42:56Z","title_canon_sha256":"afbdd8e3f6a4d10052c6353972f2b7cba63bf4366b6a1c3ca7f41095a046bb47"},"schema_version":"1.0","source":{"id":"2605.22291","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.22291","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"arxiv_version","alias_value":"2605.22291v1","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.22291","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"pith_short_12","alias_value":"6VLU4NVQ4WWU","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"pith_short_16","alias_value":"6VLU4NVQ4WWU2U5W","created_at":"2026-05-22T01:04:36Z"},{"alias_kind":"pith_short_8","alias_value":"6VLU4NVQ","created_at":"2026-05-22T01:04:36Z"}],"graph_snapshots":[{"event_id":"sha256:4f550097a937bac040f6c49f53ab80e10709e08af2f87a95a8bc903f21e3bc8d","target":"graph","created_at":"2026-05-22T01:04:36Z","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/2605.22291/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Long-term fairness algorithms aim to satisfy fairness beyond static and short-term notions by accounting for the dynamics between decision-making policies and population behavior. Most previous approaches evaluate performance and fairness measures from observable features and a label, which is assumed to be fully observed. However, in scenarios such as hiring or lending, the labels (e.g., ability to repay the loan) are selective labels as they are only revealed based on positive decisions (e.g., when a loan is granted). In this paper, we study long-term fairness in the selective labels setting","authors_text":"Giovani Valdrighi, Isabel Valera, Marcos Medeiros Raimundo","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-21T10:42:56Z","title":"Long-term Fairness with Selective Labels"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.22291","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":"sha256:92ed7066e654ec30e6cc1e31fae44ea8a9686d41abb27fe48c403b775c8e7929","target":"record","created_at":"2026-05-22T01:04:36Z","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":"85c4e241ffd13abc7a60d5caf89532536272f688157ca7db8f579b57eb47babe","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-21T10:42:56Z","title_canon_sha256":"afbdd8e3f6a4d10052c6353972f2b7cba63bf4366b6a1c3ca7f41095a046bb47"},"schema_version":"1.0","source":{"id":"2605.22291","kind":"arxiv","version":1}},"canonical_sha256":"f5574e36b0e5ad4d53b6f6ec5524eb9f2a848df21712b7e0740317449c6f168e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f5574e36b0e5ad4d53b6f6ec5524eb9f2a848df21712b7e0740317449c6f168e","first_computed_at":"2026-05-22T01:04:36.384661Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-22T01:04:36.384661Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"grIDpSjKZe5mPESqU1/+65gawD5ERk3heCihPj4mbs1Btty62toonSKWBbHVWTLK/5GnB6g7H6JZQxgH304rCQ==","signature_status":"signed_v1","signed_at":"2026-05-22T01:04:36.385214Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.22291","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:92ed7066e654ec30e6cc1e31fae44ea8a9686d41abb27fe48c403b775c8e7929","sha256:4f550097a937bac040f6c49f53ab80e10709e08af2f87a95a8bc903f21e3bc8d"],"state_sha256":"090d55f981423c57dcfafbff2861f28c5616f5cce23ffe444e7216aebdf2fcee"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"y74G7oHDXo+iT0+fy5IlFWg03TluVs8ohVE69OFWTKuKWu5MqhohGqdD/ZFo47wPOmR1RbXulhKphIZYBkXtDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-30T13:30:36.059079Z","bundle_sha256":"3460b01adc91382c2b4502fb9f0a1874d9b2a6daeb682dc5499f322e6f034143"}}