{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:GCVXQ5Q57I5XX75ZS7NN2WGST6","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":"e89bd4ccafdb1326a3ade9c8e154fccb836b2a5131fc5856ed3e7f24cc798a3b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-01-10T16:22:53Z","title_canon_sha256":"e05251d548485eed54b3f88fa4bf482eb0d07b11d7619b595a0c99be38d9baed"},"schema_version":"1.0","source":{"id":"1301.2260","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1301.2260","created_at":"2026-05-18T03:36:45Z"},{"alias_kind":"arxiv_version","alias_value":"1301.2260v1","created_at":"2026-05-18T03:36:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1301.2260","created_at":"2026-05-18T03:36:45Z"},{"alias_kind":"pith_short_12","alias_value":"GCVXQ5Q57I5X","created_at":"2026-05-18T12:27:45Z"},{"alias_kind":"pith_short_16","alias_value":"GCVXQ5Q57I5XX75Z","created_at":"2026-05-18T12:27:45Z"},{"alias_kind":"pith_short_8","alias_value":"GCVXQ5Q5","created_at":"2026-05-18T12:27:45Z"}],"graph_snapshots":[{"event_id":"sha256:a2aec3bb071bbe82ae6261604dba332792eee1c0668259ca683b9ca27f901078","target":"graph","created_at":"2026-05-18T03:36:45Z","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 present two sampling algorithms for probabilistic confidence inference in Bayesian networks. These two algorithms (we call them AIS-BN-mu and AIS-BN-sigma algorithms) guarantee that estimates of posterior probabilities are with a given probability within a desired precision bound. Our algorithms are based on recent advances in sampling algorithms for (1) estimating the mean of bounded random variables and (2) adaptive importance sampling in Bayesian networks. In addition to a simple stopping rule for sampling that they provide, the AIS-BN-mu and AIS-BN-sigma algorithms are capable of guidin","authors_text":"Jian Cheng, Marek J. Druzdzel","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-01-10T16:22:53Z","title":"Confidence Inference in Bayesian Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1301.2260","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:d946721ec3ddaa544a6e779c4b2757a3cd5c1e4166752f5750182b860a9f5008","target":"record","created_at":"2026-05-18T03:36:45Z","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":"e89bd4ccafdb1326a3ade9c8e154fccb836b2a5131fc5856ed3e7f24cc798a3b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-01-10T16:22:53Z","title_canon_sha256":"e05251d548485eed54b3f88fa4bf482eb0d07b11d7619b595a0c99be38d9baed"},"schema_version":"1.0","source":{"id":"1301.2260","kind":"arxiv","version":1}},"canonical_sha256":"30ab78761dfa3b7bffb997dadd58d29fbe40eb2eb72ed720af838cf1e2340f56","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"30ab78761dfa3b7bffb997dadd58d29fbe40eb2eb72ed720af838cf1e2340f56","first_computed_at":"2026-05-18T03:36:45.810050Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:36:45.810050Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"j4X7/2rViuOVxj5Lm2G0+tyWzu/xg7hZsWd8uuQz7ug0e/GT3tOJ6YRHNv2rZRQ52CTnkYH2o6ysFZ6T/VE8DQ==","signature_status":"signed_v1","signed_at":"2026-05-18T03:36:45.810883Z","signed_message":"canonical_sha256_bytes"},"source_id":"1301.2260","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d946721ec3ddaa544a6e779c4b2757a3cd5c1e4166752f5750182b860a9f5008","sha256:a2aec3bb071bbe82ae6261604dba332792eee1c0668259ca683b9ca27f901078"],"state_sha256":"9ed179c08cd81f5edb8939cebdabfd7ae9dbf731af05b2d15ffc29ff1e3c66c0"}