{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:YA26TS7WGUSHNY4VRI4JUALDZL","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":"ab480898fba364c912b6dde8e4e6b9f32e53aac7c42c5cfdc3aa93a199f12dae","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-12-10T20:36:04Z","title_canon_sha256":"c971f529bc7066f6d5c4cf2273e204b1ea8ab69cd068445fa4afe944307eb231"},"schema_version":"1.0","source":{"id":"1312.2936","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1312.2936","created_at":"2026-05-18T03:05:07Z"},{"alias_kind":"arxiv_version","alias_value":"1312.2936v1","created_at":"2026-05-18T03:05:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1312.2936","created_at":"2026-05-18T03:05:07Z"},{"alias_kind":"pith_short_12","alias_value":"YA26TS7WGUSH","created_at":"2026-05-18T12:28:06Z"},{"alias_kind":"pith_short_16","alias_value":"YA26TS7WGUSHNY4V","created_at":"2026-05-18T12:28:06Z"},{"alias_kind":"pith_short_8","alias_value":"YA26TS7W","created_at":"2026-05-18T12:28:06Z"}],"graph_snapshots":[{"event_id":"sha256:943e184f150b6f5231d1640ecba6e3dc73e1ea4c31b1a8ee1e693f3254207a35","target":"graph","created_at":"2026-05-18T03:05:07Z","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":"We argue for the use of active learning methods for player modelling. In active learning, the learning algorithm chooses where to sample the search space so as to optimise learning progress. We hypothesise that player modelling based on active learning could result in vastly more efficient learning, but will require big changes in how data is collected. Some example active player modelling scenarios are described. A particular form of active learning is also equivalent to an influential formalisation of (human and machine) curiosity, and games with active learning could therefore be seen as be","authors_text":"Georgios N. Yannakakis, Julian Togelius, Noor Shaker","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-12-10T20:36:04Z","title":"Active Player Modelling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1312.2936","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":"sha256:126a0f52784dd77a07652bb2cfcb4a6eec414488802058cb3f4342012a14ef42","target":"record","created_at":"2026-05-18T03:05:07Z","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":"ab480898fba364c912b6dde8e4e6b9f32e53aac7c42c5cfdc3aa93a199f12dae","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-12-10T20:36:04Z","title_canon_sha256":"c971f529bc7066f6d5c4cf2273e204b1ea8ab69cd068445fa4afe944307eb231"},"schema_version":"1.0","source":{"id":"1312.2936","kind":"arxiv","version":1}},"canonical_sha256":"c035e9cbf6352476e3958a389a0163cac709ca8321a216bc6d6d01a57865ece5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c035e9cbf6352476e3958a389a0163cac709ca8321a216bc6d6d01a57865ece5","first_computed_at":"2026-05-18T03:05:07.989471Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:05:07.989471Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"D9fMdG26qCfvVhGOmlCE1aHgdONhvp5BDoCV5l8OTxAA4y4hBuN9Z6lSeNa7bRmgK5FZMMeJAOzcGsxkVbptAg==","signature_status":"signed_v1","signed_at":"2026-05-18T03:05:07.990156Z","signed_message":"canonical_sha256_bytes"},"source_id":"1312.2936","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:126a0f52784dd77a07652bb2cfcb4a6eec414488802058cb3f4342012a14ef42","sha256:943e184f150b6f5231d1640ecba6e3dc73e1ea4c31b1a8ee1e693f3254207a35"],"state_sha256":"c81ced44bb56f788fa47a5e81fec3e65fe2d702fe13c58131fab479f97835cdb"}