{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:FPP5JATOZF3UIJF36IUF4TIMFD","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":"2ab7546e9d21efd41da7812f156af30934e3ad698150240d758441f415f92262","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-03-11T03:08:09Z","title_canon_sha256":"e564f2bd3b64c80b99cddb02d560eab6c5f01cccfa7715045acd982e1078c5c9"},"schema_version":"1.0","source":{"id":"2503.08004","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.08004","created_at":"2026-07-05T10:30:33Z"},{"alias_kind":"arxiv_version","alias_value":"2503.08004v1","created_at":"2026-07-05T10:30:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.08004","created_at":"2026-07-05T10:30:33Z"},{"alias_kind":"pith_short_12","alias_value":"FPP5JATOZF3U","created_at":"2026-07-05T10:30:33Z"},{"alias_kind":"pith_short_16","alias_value":"FPP5JATOZF3UIJF3","created_at":"2026-07-05T10:30:33Z"},{"alias_kind":"pith_short_8","alias_value":"FPP5JATO","created_at":"2026-07-05T10:30:33Z"}],"graph_snapshots":[{"event_id":"sha256:ec2358440814c902ef6598547f9680d181c9a5335b8261412546d43adad58e61","target":"graph","created_at":"2026-07-05T10:30:33Z","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/2503.08004/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In recent years the information asymmetric Lipschitz bandits In this paper we studied the Lipschitz bandit problem applied to the multiplayer information asymmetric problem studied in \\cite{chang2022online, chang2023optimal}. More specifically we consider information asymmetry in rewards, actions, or both. We adopt the CAB algorithm given in \\cite{kleinberg2004nearly} which uses a fixed discretization to give regret bounds of the same order (in the dimension of the action) space in all 3 problem settings. We also adopt their zooming algorithm \\cite{ kleinberg2008multi}which uses an adaptive di","authors_text":"Aditi Karthik, William Chang","cross_cats":["stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-03-11T03:08:09Z","title":"Multiplayer Information Asymmetric Bandits in Metric Spaces"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.08004","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:ffac4ac1907c5043b3182b2fba7c6afd1e0a86ae22970ab60b6fb39114428a56","target":"record","created_at":"2026-07-05T10:30:33Z","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":"2ab7546e9d21efd41da7812f156af30934e3ad698150240d758441f415f92262","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-03-11T03:08:09Z","title_canon_sha256":"e564f2bd3b64c80b99cddb02d560eab6c5f01cccfa7715045acd982e1078c5c9"},"schema_version":"1.0","source":{"id":"2503.08004","kind":"arxiv","version":1}},"canonical_sha256":"2bdfd4826ec9774424bbf2285e4d0c28eb844039e555ecf0419dc9c30e7bf709","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2bdfd4826ec9774424bbf2285e4d0c28eb844039e555ecf0419dc9c30e7bf709","first_computed_at":"2026-07-05T10:30:33.150339Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:30:33.150339Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rs60wP7LnsSzF0/K2OGlp0WYyu82iUwLAasNLZKi1v/Z5zo3SUKTHH9Uh/IMx/ow96IkHvBxDtmAVt5Lc8znBg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:30:33.150825Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.08004","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ffac4ac1907c5043b3182b2fba7c6afd1e0a86ae22970ab60b6fb39114428a56","sha256:ec2358440814c902ef6598547f9680d181c9a5335b8261412546d43adad58e61"],"state_sha256":"a3a51bff0da32e62b03e1c8f0898cebd65f0eef749141f509720beae389d4de0"}