{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:LF2BBRZXAIEKNTK7Y4SM33YMP5","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":"13528922e51bfc06d8fe2df44f665d6dd1e61d22278e846ecddc710354ce2a25","cross_cats_sorted":["cs.AI","cs.CY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-27T07:56:32Z","title_canon_sha256":"1623796969fba465acd4622b34d7f5dbb2d406fa40c9295885a19b39ba263175"},"schema_version":"1.0","source":{"id":"2207.13343","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.13343","created_at":"2026-07-05T04:44:05Z"},{"alias_kind":"arxiv_version","alias_value":"2207.13343v1","created_at":"2026-07-05T04:44:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.13343","created_at":"2026-07-05T04:44:05Z"},{"alias_kind":"pith_short_12","alias_value":"LF2BBRZXAIEK","created_at":"2026-07-05T04:44:05Z"},{"alias_kind":"pith_short_16","alias_value":"LF2BBRZXAIEKNTK7","created_at":"2026-07-05T04:44:05Z"},{"alias_kind":"pith_short_8","alias_value":"LF2BBRZX","created_at":"2026-07-05T04:44:05Z"}],"graph_snapshots":[{"event_id":"sha256:f173870d496e8744782251e8cbe37c54901ca36f0df5de9b58cb8755429c7951","target":"graph","created_at":"2026-07-05T04:44:05Z","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/2207.13343/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Restless multi-armed bandits (RMAB) is a framework for allocating limited resources under uncertainty. It is an extremely useful model for monitoring beneficiaries and executing timely interventions to ensure maximum benefit in public health settings (e.g., ensuring patients take medicines in tuberculosis settings, ensuring pregnant mothers listen to automated calls about good pregnancy practices). Due to the limited resources, typically certain communities or regions are starved of interventions that can have follow-on effects. To avoid starvation in the executed interventions across individu","authors_text":"Dexun Li, Pradeep Varakantham","cross_cats":["cs.AI","cs.CY"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-27T07:56:32Z","title":"Towards Soft Fairness in Restless Multi-Armed Bandits"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.13343","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:e1564b41ac26aacbc913d787e71e9fb4069ce9693ca73e2f043627e2213d8c05","target":"record","created_at":"2026-07-05T04:44:05Z","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":"13528922e51bfc06d8fe2df44f665d6dd1e61d22278e846ecddc710354ce2a25","cross_cats_sorted":["cs.AI","cs.CY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-27T07:56:32Z","title_canon_sha256":"1623796969fba465acd4622b34d7f5dbb2d406fa40c9295885a19b39ba263175"},"schema_version":"1.0","source":{"id":"2207.13343","kind":"arxiv","version":1}},"canonical_sha256":"597410c7370208a6cd5fc724cdef0c7f51b8ebd496119ac8195422b38d4e2670","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"597410c7370208a6cd5fc724cdef0c7f51b8ebd496119ac8195422b38d4e2670","first_computed_at":"2026-07-05T04:44:05.912768Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:44:05.912768Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KaZMAbtpukokKFCrSwtiCt4YKBSP2QsqVOHfLdncZLQs5mYqcoBKQkp95bKSVtL2yKBTIaRk9B2acEt7lrUQCA==","signature_status":"signed_v1","signed_at":"2026-07-05T04:44:05.913306Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.13343","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e1564b41ac26aacbc913d787e71e9fb4069ce9693ca73e2f043627e2213d8c05","sha256:f173870d496e8744782251e8cbe37c54901ca36f0df5de9b58cb8755429c7951"],"state_sha256":"0bba05b1e61a796d688bb352f75ac1b2e4f6d0d0de03c9ecb9f62b532cef3abc"}