{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2012:UV7UBR4ZZVLSZMSED3AKE2XUWS","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":"11afe7ac4262842b9d9758cfcbd14826d77f23e1f345d587a4b211ba93105646","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-06-27T16:23:41Z","title_canon_sha256":"0386e8f101c0543c65ae5fb1219542a49bf892456e7313fd04ea06e4b8592ffe"},"schema_version":"1.0","source":{"id":"1206.6847","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1206.6847","created_at":"2026-05-18T03:52:15Z"},{"alias_kind":"arxiv_version","alias_value":"1206.6847v1","created_at":"2026-05-18T03:52:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1206.6847","created_at":"2026-05-18T03:52:15Z"},{"alias_kind":"pith_short_12","alias_value":"UV7UBR4ZZVLS","created_at":"2026-05-18T12:27:25Z"},{"alias_kind":"pith_short_16","alias_value":"UV7UBR4ZZVLSZMSE","created_at":"2026-05-18T12:27:25Z"},{"alias_kind":"pith_short_8","alias_value":"UV7UBR4Z","created_at":"2026-05-18T12:27:25Z"}],"graph_snapshots":[{"event_id":"sha256:4b21113b49db669c3ebc1ce23f45048ab6c9ca0506b11039af50aeff49894f95","target":"graph","created_at":"2026-05-18T03:52:15Z","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 propose a method to identify all the nodes that are relevant to compute all the conditional probability distributions for a given set of nodes. Our method is simple, effcient, consistent, and does not require learning a Bayesian network first. Therefore, our method can be applied to high-dimensional databases, e.g. gene expression databases.","authors_text":"Jesper Tegn\\'er, Johan Bj\\\"orkegren, Jose M. Pena, Roland Nilsson","cross_cats":["cs.AI","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-06-27T16:23:41Z","title":"Identifying the Relevant Nodes Without Learning the Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1206.6847","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:ee95f012051398ea08d240a261f06ef4a90e936058bd5fb8ac30f275cbd78207","target":"record","created_at":"2026-05-18T03:52:15Z","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":"11afe7ac4262842b9d9758cfcbd14826d77f23e1f345d587a4b211ba93105646","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-06-27T16:23:41Z","title_canon_sha256":"0386e8f101c0543c65ae5fb1219542a49bf892456e7313fd04ea06e4b8592ffe"},"schema_version":"1.0","source":{"id":"1206.6847","kind":"arxiv","version":1}},"canonical_sha256":"a57f40c799cd572cb2441ec0a26af4b4ae1e3549e61de9c65dff96a446cd5627","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a57f40c799cd572cb2441ec0a26af4b4ae1e3549e61de9c65dff96a446cd5627","first_computed_at":"2026-05-18T03:52:15.587198Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:52:15.587198Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"c5m7s+ZN1aJtX2XGj/STk5d6iQKc998meVReQhsrH8sWGsi9hAnnFaV8EUbp1HSHKUrzNecxda3V5HTfE7Y/BA==","signature_status":"signed_v1","signed_at":"2026-05-18T03:52:15.587847Z","signed_message":"canonical_sha256_bytes"},"source_id":"1206.6847","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ee95f012051398ea08d240a261f06ef4a90e936058bd5fb8ac30f275cbd78207","sha256:4b21113b49db669c3ebc1ce23f45048ab6c9ca0506b11039af50aeff49894f95"],"state_sha256":"706deccf6db5bba1a7522dcf391be97be48b46ec1f9a9f5dbe101013322de1a5"}