{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:OQ3COZD7VYENRFSK4UQPVC6HST","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":"2be01b2062daa073b30e1f1954f507cc42ce9ec1c9f5f8f7c30cbfd11b651b0d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2015-11-05T12:08:51Z","title_canon_sha256":"9b869965e1f2a8d2e312ba2b907fc7d3887fb51a0112033db3e3fdc360b5595a"},"schema_version":"1.0","source":{"id":"1511.01710","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1511.01710","created_at":"2026-05-18T01:27:44Z"},{"alias_kind":"arxiv_version","alias_value":"1511.01710v1","created_at":"2026-05-18T01:27:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1511.01710","created_at":"2026-05-18T01:27:44Z"},{"alias_kind":"pith_short_12","alias_value":"OQ3COZD7VYEN","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_16","alias_value":"OQ3COZD7VYENRFSK","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_8","alias_value":"OQ3COZD7","created_at":"2026-05-18T12:29:34Z"}],"graph_snapshots":[{"event_id":"sha256:8ca1b1d702125a7b3e0923cb4080d5868abc628e956e35355aa2121f792591ae","target":"graph","created_at":"2026-05-18T01:27:44Z","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":"Deviations from rational decision-making due to limited computational resources have been studied in the field of bounded rationality, originally proposed by Herbert Simon. There have been a number of different approaches to model bounded rationality ranging from optimality principles to heuristics. Here we take an information-theoretic approach to bounded rationality, where information-processing costs are measured by the relative entropy between a posterior decision strategy and a given fixed prior strategy. In the case of multiple environments, it can be shown that there is an optimal prior","authors_text":"Daniel A. Braun, Jordi Grau-Moya","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2015-11-05T12:08:51Z","title":"Adaptive information-theoretic bounded rational decision-making with parametric priors"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1511.01710","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:e42ce8066fdfde5dcc35ccfe9c0aee1e8d2e397376f1da3af113c237526ef27d","target":"record","created_at":"2026-05-18T01:27:44Z","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":"2be01b2062daa073b30e1f1954f507cc42ce9ec1c9f5f8f7c30cbfd11b651b0d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2015-11-05T12:08:51Z","title_canon_sha256":"9b869965e1f2a8d2e312ba2b907fc7d3887fb51a0112033db3e3fdc360b5595a"},"schema_version":"1.0","source":{"id":"1511.01710","kind":"arxiv","version":1}},"canonical_sha256":"743627647fae08d8964ae520fa8bc794ee7ad2a008eab334288bbcd1af1426e8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"743627647fae08d8964ae520fa8bc794ee7ad2a008eab334288bbcd1af1426e8","first_computed_at":"2026-05-18T01:27:44.724982Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:27:44.724982Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"4ZrygfMyi9WF0YJCIfPb6EZcOEeKs1cfsLAlHBD1z2h5aT62be/FVQfB3dxG4q5zg61ItR03uluepC/60C9kCA==","signature_status":"signed_v1","signed_at":"2026-05-18T01:27:44.725631Z","signed_message":"canonical_sha256_bytes"},"source_id":"1511.01710","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e42ce8066fdfde5dcc35ccfe9c0aee1e8d2e397376f1da3af113c237526ef27d","sha256:8ca1b1d702125a7b3e0923cb4080d5868abc628e956e35355aa2121f792591ae"],"state_sha256":"cb9cf6013690db935a9cd15b6481dda4d4c44103a69d78bca07861a69662d95c"}