{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2011:PTUUFKVFZMSPS45D57NCV22THA","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":"5b68207e847d3d42d209e1c9701838a082e618fbfd29cb8b7b74bd844dd531b6","cross_cats_sorted":["cs.DM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2011-10-20T22:53:03Z","title_canon_sha256":"f28e4c426bb40d2ea4e814717c97cbf20d804165054a20eac687d1f98c3d6f7c"},"schema_version":"1.0","source":{"id":"1110.4657","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1110.4657","created_at":"2026-05-18T04:10:35Z"},{"alias_kind":"arxiv_version","alias_value":"1110.4657v1","created_at":"2026-05-18T04:10:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1110.4657","created_at":"2026-05-18T04:10:35Z"},{"alias_kind":"pith_short_12","alias_value":"PTUUFKVFZMSP","created_at":"2026-05-18T12:26:39Z"},{"alias_kind":"pith_short_16","alias_value":"PTUUFKVFZMSPS45D","created_at":"2026-05-18T12:26:39Z"},{"alias_kind":"pith_short_8","alias_value":"PTUUFKVF","created_at":"2026-05-18T12:26:39Z"}],"graph_snapshots":[{"event_id":"sha256:1a2d7a40a7898fedbf16748dcc7b08f6e644cb4934c21a8a66c11259fa308d5c","target":"graph","created_at":"2026-05-18T04:10:35Z","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"},"paper":{"abstract_excerpt":"Purpose: In recent years Monte-Carlo sampling methods, such as Monte Carlo tree search, have achieved tremendous success in model free reinforcement learning. A combination of the so called upper confidence bounds policy to preserve the \"exploration vs. exploitation\" balance to select actions for sample evaluations together with massive computing power to store and to update dynamically a rather large pre-evaluated game tree lead to the development of software that has beaten the top human player in the game of Go on a 9 by 9 board. Much effort in the current research is devoted to widening th","authors_text":"Boris Mitavskiy, Chris Cannings, Jonathan Rowe","cross_cats":["cs.DM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2011-10-20T22:53:03Z","title":"A Version of Geiringer-like Theorem for Decision Making in the Environments with Randomness and Incomplete Information"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1110.4657","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":"sha256:3aaa3d669d6801fbf1f46ce44721c088ea6abc16a880fad5c6b580ee701337ed","target":"record","created_at":"2026-05-18T04:10:35Z","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":"5b68207e847d3d42d209e1c9701838a082e618fbfd29cb8b7b74bd844dd531b6","cross_cats_sorted":["cs.DM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2011-10-20T22:53:03Z","title_canon_sha256":"f28e4c426bb40d2ea4e814717c97cbf20d804165054a20eac687d1f98c3d6f7c"},"schema_version":"1.0","source":{"id":"1110.4657","kind":"arxiv","version":1}},"canonical_sha256":"7ce942aaa5cb24f973a3efda2aeb53381a6fa778cf2cd1de70fb4bd255039809","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7ce942aaa5cb24f973a3efda2aeb53381a6fa778cf2cd1de70fb4bd255039809","first_computed_at":"2026-05-18T04:10:35.471515Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T04:10:35.471515Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rtWGyt0Gkthb0wRyEkv66EYEN88U5rBZZChnlX4sMaEBRYhiWmUTD+zs5bjIwHNs7RkAXwi3oUQgxH4Y/0T6BQ==","signature_status":"signed_v1","signed_at":"2026-05-18T04:10:35.472230Z","signed_message":"canonical_sha256_bytes"},"source_id":"1110.4657","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3aaa3d669d6801fbf1f46ce44721c088ea6abc16a880fad5c6b580ee701337ed","sha256:1a2d7a40a7898fedbf16748dcc7b08f6e644cb4934c21a8a66c11259fa308d5c"],"state_sha256":"835bc45bf4edcb300b52a4c9396df652729fadb25736216665b2975711834cfc"}