{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KPKZJRHP2BN6ITZBN3EWXC2DMZ","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":"8af9e6d77f57aa8b3f30e426a53ebe787548110033e05023349809a09f21a286","cross_cats_sorted":["cs.LG","cs.SY","eess.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.GT","submitted_at":"2024-02-29T01:07:29Z","title_canon_sha256":"51509852e750eff2d919420f5ba7118ed60aa9d6ee90d8cf97cb0ca4de49caa4"},"schema_version":"1.0","source":{"id":"2402.18781","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.18781","created_at":"2026-07-05T08:56:46Z"},{"alias_kind":"arxiv_version","alias_value":"2402.18781v4","created_at":"2026-07-05T08:56:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.18781","created_at":"2026-07-05T08:56:46Z"},{"alias_kind":"pith_short_12","alias_value":"KPKZJRHP2BN6","created_at":"2026-07-05T08:56:46Z"},{"alias_kind":"pith_short_16","alias_value":"KPKZJRHP2BN6ITZB","created_at":"2026-07-05T08:56:46Z"},{"alias_kind":"pith_short_8","alias_value":"KPKZJRHP","created_at":"2026-07-05T08:56:46Z"}],"graph_snapshots":[{"event_id":"sha256:68fae29861248fe4239176e13ff58c7dc043dab2e960c3f0a74874352a1e2b57","target":"graph","created_at":"2026-07-05T08:56:46Z","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/2402.18781/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Asymmetric information stochastic games (AISGs) arise in many complex socio-technical systems, such as cyber-physical systems and IT infrastructures. Existing computational methods for AISGs are primarily offline and can not adapt to equilibrium deviations. Further, current methods are limited to particular information structures to avoid belief hierarchies. Considering these limitations, we propose conjectural online learning (COL), an online learning method under generic information structures in AISGs. COL uses a forecaster-actor-critic (FAC) architecture, where subjective forecasts are use","authors_text":"Kim Hammar, Quanyan Zhu, Rolf Stadler, Tao Li","cross_cats":["cs.LG","cs.SY","eess.SY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.GT","submitted_at":"2024-02-29T01:07:29Z","title":"Conjectural Online Learning with First-order Beliefs in Asymmetric Information Stochastic Games"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.18781","kind":"arxiv","version":4},"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:e7136b0d1850f430d34adf92e01bba910edf0c2b4d46f20d3e99356924d8f595","target":"record","created_at":"2026-07-05T08:56:46Z","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":"8af9e6d77f57aa8b3f30e426a53ebe787548110033e05023349809a09f21a286","cross_cats_sorted":["cs.LG","cs.SY","eess.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.GT","submitted_at":"2024-02-29T01:07:29Z","title_canon_sha256":"51509852e750eff2d919420f5ba7118ed60aa9d6ee90d8cf97cb0ca4de49caa4"},"schema_version":"1.0","source":{"id":"2402.18781","kind":"arxiv","version":4}},"canonical_sha256":"53d594c4efd05be44f216ec96b8b43665d1973aa8aa7f1352dcb9ef432621839","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"53d594c4efd05be44f216ec96b8b43665d1973aa8aa7f1352dcb9ef432621839","first_computed_at":"2026-07-05T08:56:46.571945Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:56:46.571945Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Nb7Uy2+087rk5NmoPcRbOva1bSN61n6ogU/Xxe4wo5Y3wJdAmHutwj0GbbG/GhXFcyc3121jjwjTzs86/TnOAA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:56:46.572394Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.18781","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e7136b0d1850f430d34adf92e01bba910edf0c2b4d46f20d3e99356924d8f595","sha256:68fae29861248fe4239176e13ff58c7dc043dab2e960c3f0a74874352a1e2b57"],"state_sha256":"4620061d3924592bf3267bcb6bc5222fa3a44358f0726f1426311fa7f5fed812"}