{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:224P6GNVFSFOON3K42HVHQ5E6J","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":"418e7fd53bea0ae336242e81162a2183c9aa3da2c8e42110c0588ac27907d739","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-03T15:37:35Z","title_canon_sha256":"05f1ee9189b712a58a9fd195459f89ab3d00021407bb17835f22a137f1ba6989"},"schema_version":"1.0","source":{"id":"2607.03425","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.03425","created_at":"2026-07-07T02:17:42Z"},{"alias_kind":"arxiv_version","alias_value":"2607.03425v1","created_at":"2026-07-07T02:17:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.03425","created_at":"2026-07-07T02:17:42Z"},{"alias_kind":"pith_short_12","alias_value":"224P6GNVFSFO","created_at":"2026-07-07T02:17:42Z"},{"alias_kind":"pith_short_16","alias_value":"224P6GNVFSFOON3K","created_at":"2026-07-07T02:17:42Z"},{"alias_kind":"pith_short_8","alias_value":"224P6GNV","created_at":"2026-07-07T02:17:42Z"}],"graph_snapshots":[{"event_id":"sha256:a8616b76934ee3d24c0a05abba6c388cc7344071a1a8e127e9f6f1ac52e9d20b","target":"graph","created_at":"2026-07-07T02:17:42Z","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/2607.03425/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Algorithmic recourse addresses the challenge of providing tailored recommendations to users affected by unfavorable machine learning decisions, in potentially high-stakes scenarios. Traditional approaches to recourse often rely on the closest counterfactual explanations or assume a priori knowledge of a user's causal structure, resulting in interventions that overlook individual contexts and specific feature interactions. To overcome these limitations, we study a human-in-the-loop framework that iteratively approximates the user's structural causal model through interactive queries via Bayesia","authors_text":"Denise Tampieri, Giovanni De Toni, Paolo Giudici","cross_cats":["cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-03T15:37:35Z","title":"Personalized Causal Recourse: A Human-In-The-Loop Approach"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.03425","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":"sha256:672e3c70b7c0890bd8bbb8d473093651a116221cde205c615ab50947597153dd","target":"record","created_at":"2026-07-07T02:17:42Z","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":"418e7fd53bea0ae336242e81162a2183c9aa3da2c8e42110c0588ac27907d739","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2026-07-03T15:37:35Z","title_canon_sha256":"05f1ee9189b712a58a9fd195459f89ab3d00021407bb17835f22a137f1ba6989"},"schema_version":"1.0","source":{"id":"2607.03425","kind":"arxiv","version":1}},"canonical_sha256":"d6b8ff19b52c8ae7376ae68f53c3a4f24004d7292a11d18ac4d162a4a5005a28","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d6b8ff19b52c8ae7376ae68f53c3a4f24004d7292a11d18ac4d162a4a5005a28","first_computed_at":"2026-07-07T02:17:42.678197Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-07T02:17:42.678197Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Oly6zlaLzGCJXDZxqlt35xFcPRHygwvwwAEnQrr2AR8Cef+vbCY0tf5trV7TXVN6ceifWY0C8BpC/F97pWRECA==","signature_status":"signed_v1","signed_at":"2026-07-07T02:17:42.679867Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.03425","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:672e3c70b7c0890bd8bbb8d473093651a116221cde205c615ab50947597153dd","sha256:a8616b76934ee3d24c0a05abba6c388cc7344071a1a8e127e9f6f1ac52e9d20b"],"state_sha256":"8d00918e1e87f90bb2ac367b9e29561e030eb0248e8a8b0755cc27a9c779e309"}