{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:AGKHVG7A4R42JKAI5MCQGAZXOG","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":"bcc148dfae2e153a39439204a64ad0b68dca35ba5b74d3be67d81e3034d896e1","cross_cats_sorted":["cs.CY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-22T04:53:34Z","title_canon_sha256":"e146d0c21d019fab53e63b6c34f9b2573233ed33cc0c6c0c5d8a207959131d1a"},"schema_version":"1.0","source":{"id":"2605.23234","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.23234","created_at":"2026-05-25T02:01:44Z"},{"alias_kind":"arxiv_version","alias_value":"2605.23234v1","created_at":"2026-05-25T02:01:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.23234","created_at":"2026-05-25T02:01:44Z"},{"alias_kind":"pith_short_12","alias_value":"AGKHVG7A4R42","created_at":"2026-05-25T02:01:44Z"},{"alias_kind":"pith_short_16","alias_value":"AGKHVG7A4R42JKAI","created_at":"2026-05-25T02:01:44Z"},{"alias_kind":"pith_short_8","alias_value":"AGKHVG7A","created_at":"2026-05-25T02:01:44Z"}],"graph_snapshots":[{"event_id":"sha256:101f0003237196683c2b13d81af076c1b8e7886ef9bc51c7e4c89da9a30677d5","target":"graph","created_at":"2026-05-25T02:01:44Z","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/2605.23234/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Assessing the spatial fairness of predictive models involves establishing whether they are statistically penalizing (favoring) individuals associated with certain geographical locations. Literature on this topic makes the fundamental assumption that each individual is assigned to a single geographical location (e.g., place of residence). However, fairness with respect to the set of locations where one has been, i.e., their movement patterns over different regions, also matters when fairness is considered. Consequently, we argue that it is necessary to generalize the notion of spatial fairness ","authors_text":"Chiara Pugliese, Chiara Renso, Francesco Lettich, Mario A. Nascimento","cross_cats":["cs.CY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-22T04:53:34Z","title":"Assessing Predictive Models for Fairness Based on Movement Patterns"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.23234","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:fff394bb500345014ae1acab3d10a067fc1ea4ae90c12136f30f647be2098aba","target":"record","created_at":"2026-05-25T02:01:44Z","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":"bcc148dfae2e153a39439204a64ad0b68dca35ba5b74d3be67d81e3034d896e1","cross_cats_sorted":["cs.CY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-22T04:53:34Z","title_canon_sha256":"e146d0c21d019fab53e63b6c34f9b2573233ed33cc0c6c0c5d8a207959131d1a"},"schema_version":"1.0","source":{"id":"2605.23234","kind":"arxiv","version":1}},"canonical_sha256":"01947a9be0e479a4a808eb0503033771866c9d57578d3801bae56c92523786ab","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"01947a9be0e479a4a808eb0503033771866c9d57578d3801bae56c92523786ab","first_computed_at":"2026-05-25T02:01:44.896133Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-25T02:01:44.896133Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"l4j5lH5HL1l3G3ljKmStVSetCU4+UCI1EWA1qDhKjbeI+lWJW4LiQB/V/eYlHnQw/nm/EczyIXG/CRb3+9XBAg==","signature_status":"signed_v1","signed_at":"2026-05-25T02:01:44.896796Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.23234","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fff394bb500345014ae1acab3d10a067fc1ea4ae90c12136f30f647be2098aba","sha256:101f0003237196683c2b13d81af076c1b8e7886ef9bc51c7e4c89da9a30677d5"],"state_sha256":"42f09cae660142cbb1576425de38501f2f75e7828f7e2e157a662c4fdbb92fd8"}