{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:2TZP3ER423M7KTGAVAMDXKIMWL","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":"373ce72dc1d8c06460c430248340e03a70d3e067bbfc8f2e5cf9aab3332e0c21","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-03-06T14:22:29Z","title_canon_sha256":"1d0d6c1e05c9dbf7ba3bb532c97d02c4296e978d919aa629e71f9be2558a5b4a"},"schema_version":"1.0","source":{"id":"1303.1497","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1303.1497","created_at":"2026-05-18T03:31:42Z"},{"alias_kind":"arxiv_version","alias_value":"1303.1497v1","created_at":"2026-05-18T03:31:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1303.1497","created_at":"2026-05-18T03:31:42Z"},{"alias_kind":"pith_short_12","alias_value":"2TZP3ER423M7","created_at":"2026-05-18T12:27:32Z"},{"alias_kind":"pith_short_16","alias_value":"2TZP3ER423M7KTGA","created_at":"2026-05-18T12:27:32Z"},{"alias_kind":"pith_short_8","alias_value":"2TZP3ER4","created_at":"2026-05-18T12:27:32Z"}],"graph_snapshots":[{"event_id":"sha256:f2eb7e3efbeb8e956a22fba349b0573d8c523c416e730111c33a287f409aab56","target":"graph","created_at":"2026-05-18T03:31:42Z","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":"This paper discusses how conflicts (as used by the consistency-based diagnosis community) can be adapted to be used in a search-based algorithm for computing prior and posterior probabilities in discrete Bayesian Networks.  This is an \"anytime\" algorithm, that at any stage can estimate the probabilities and give an error bound. Whereas the most popular Bayesian net algorithms exploit the structure of the network for efficiency, we exploit probability distributions for efficiency; this algorithm is most suited to the case with extreme probabilities.  This paper presents a solution to the ineffi","authors_text":"David L. Poole","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-03-06T14:22:29Z","title":"The use of conflicts in searching Bayesian networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1303.1497","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":"sha256:858e6fb74950a86cbd032ec8f2a458209fcacd18c4d63bbd3ee9ce444d5a44e9","target":"record","created_at":"2026-05-18T03:31:42Z","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":"373ce72dc1d8c06460c430248340e03a70d3e067bbfc8f2e5cf9aab3332e0c21","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-03-06T14:22:29Z","title_canon_sha256":"1d0d6c1e05c9dbf7ba3bb532c97d02c4296e978d919aa629e71f9be2558a5b4a"},"schema_version":"1.0","source":{"id":"1303.1497","kind":"arxiv","version":1}},"canonical_sha256":"d4f2fd923cd6d9f54cc0a8183ba90cb2fc3de26a82fd79131ed4b1c2a16bd7d1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d4f2fd923cd6d9f54cc0a8183ba90cb2fc3de26a82fd79131ed4b1c2a16bd7d1","first_computed_at":"2026-05-18T03:31:42.546080Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:31:42.546080Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"41twbgM+6WMvlWCGFPhRrDZqdh6FGaTK2zqd2d1Z2T47kgwS8AEC6ICzm+xflfC7O85xYQre3Nej4p6qaVb2Aw==","signature_status":"signed_v1","signed_at":"2026-05-18T03:31:42.546614Z","signed_message":"canonical_sha256_bytes"},"source_id":"1303.1497","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:858e6fb74950a86cbd032ec8f2a458209fcacd18c4d63bbd3ee9ce444d5a44e9","sha256:f2eb7e3efbeb8e956a22fba349b0573d8c523c416e730111c33a287f409aab56"],"state_sha256":"5185098592ec268c7cc65ea126c6d258f0709515d3a7b1ee2560da4f5ff99907"}