{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:RFICFLXKRVBIX7SDCL7E6HW3TK","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":"d9fd84444fc453943eb0d288137dcf73391908c5b8f0971cc9400375da86ddfa","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-03-27T19:38:53Z","title_canon_sha256":"8a27960008707bccb4350b6fa25cb777bd078d84a39408fa588177ae003a2068"},"schema_version":"1.0","source":{"id":"1304.1512","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1304.1512","created_at":"2026-05-18T03:28:55Z"},{"alias_kind":"arxiv_version","alias_value":"1304.1512v1","created_at":"2026-05-18T03:28:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1304.1512","created_at":"2026-05-18T03:28:55Z"},{"alias_kind":"pith_short_12","alias_value":"RFICFLXKRVBI","created_at":"2026-05-18T12:27:57Z"},{"alias_kind":"pith_short_16","alias_value":"RFICFLXKRVBIX7SD","created_at":"2026-05-18T12:27:57Z"},{"alias_kind":"pith_short_8","alias_value":"RFICFLXK","created_at":"2026-05-18T12:27:57Z"}],"graph_snapshots":[{"event_id":"sha256:38742a333880fc65846193d0e77923a91bbdaf5fe975a5bc7e66dcf22b5f1899","target":"graph","created_at":"2026-05-18T03:28:55Z","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 introduce a graceful approach to probabilistic inference called bounded conditioning. Bounded conditioning monotonically refines the bounds on posterior probabilities in a belief network with computation, and converges on final probabilities of interest with the allocation of a complete resource fraction. The approach allows a reasoner to exchange arbitrary quantities of computational resource for incremental gains in inference quality. As such, bounded conditioning holds promise as a useful inference technique for reasoning under the general conditions of uncertain and varying reasoning re","authors_text":"Eric J. Horvitz, Gregory F. Cooper, Jaap Suermondt","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-03-27T19:38:53Z","title":"Bounded Conditioning: Flexible Inference for Decisions under Scarce Resources"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1304.1512","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":"sha256:8785fb035edf1ebeae0783055b56f3df6acbe7967264e54e11eb644f4440c5aa","target":"record","created_at":"2026-05-18T03:28:55Z","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":"d9fd84444fc453943eb0d288137dcf73391908c5b8f0971cc9400375da86ddfa","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-03-27T19:38:53Z","title_canon_sha256":"8a27960008707bccb4350b6fa25cb777bd078d84a39408fa588177ae003a2068"},"schema_version":"1.0","source":{"id":"1304.1512","kind":"arxiv","version":1}},"canonical_sha256":"895022aeea8d428bfe4312fe4f1edb9a81aaaa46c11d919bbfc33c261c08eb2e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"895022aeea8d428bfe4312fe4f1edb9a81aaaa46c11d919bbfc33c261c08eb2e","first_computed_at":"2026-05-18T03:28:55.596463Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:28:55.596463Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ohBm9/+oYNq8NPUcqgIMv3TUbz8+7Yz0RiFzu+gxvbZKlZTYT75MBkkpgoI6guntW6yirwfQItEEZP7k9FsABQ==","signature_status":"signed_v1","signed_at":"2026-05-18T03:28:55.596910Z","signed_message":"canonical_sha256_bytes"},"source_id":"1304.1512","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8785fb035edf1ebeae0783055b56f3df6acbe7967264e54e11eb644f4440c5aa","sha256:38742a333880fc65846193d0e77923a91bbdaf5fe975a5bc7e66dcf22b5f1899"],"state_sha256":"15f20102c0594dc4e3d79e11291e4904c94126e4467bbf75e4009a3f6e38d3d4"}