{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2012:5J6DB532FCEDMIFBN3ZRW7LMH4","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":"f6aa699aafeeb33163d3eab76c7eb60adf76bb12da9713b0affea2ea78780366","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2012-12-12T15:58:05Z","title_canon_sha256":"b75344a43bba4cee850042043446652189bbe9f76d368a576e89bd00cf2d7be5"},"schema_version":"1.0","source":{"id":"1301.0596","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1301.0596","created_at":"2026-05-18T03:37:18Z"},{"alias_kind":"arxiv_version","alias_value":"1301.0596v1","created_at":"2026-05-18T03:37:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1301.0596","created_at":"2026-05-18T03:37:18Z"},{"alias_kind":"pith_short_12","alias_value":"5J6DB532FCED","created_at":"2026-05-18T12:26:53Z"},{"alias_kind":"pith_short_16","alias_value":"5J6DB532FCEDMIFB","created_at":"2026-05-18T12:26:53Z"},{"alias_kind":"pith_short_8","alias_value":"5J6DB532","created_at":"2026-05-18T12:26:53Z"}],"graph_snapshots":[{"event_id":"sha256:ddc27ce85a0c85023b39a186fe7a73b0302e56610c4ffd1d767ffe8c832e3bc9","target":"graph","created_at":"2026-05-18T03:37:18Z","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":"Quantification is well known to be a major obstacle in the construction of a probabilistic network, especially when relying on human experts for this purpose.  The construction of a qualitative probabilistic network has been proposed as an initial step in a network      s quantification,     since the qualitative network can be used TO gain preliminary insight      IN the projected networks reasoning behaviour.  We extend on this idea and present a new type of network in which both signs and numbers are specified; we further present an associated algorithm for probabilistic inference.  Buildin","authors_text":"Linda C. van der Gaag, Silja Renooij","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2012-12-12T15:58:05Z","title":"From Qualitative to Quantitative Probabilistic Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1301.0596","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:d06c5cb18690841307081a8d195a3d1c20dc4ae582374caf78aa1512bc44b8b1","target":"record","created_at":"2026-05-18T03:37:18Z","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":"f6aa699aafeeb33163d3eab76c7eb60adf76bb12da9713b0affea2ea78780366","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2012-12-12T15:58:05Z","title_canon_sha256":"b75344a43bba4cee850042043446652189bbe9f76d368a576e89bd00cf2d7be5"},"schema_version":"1.0","source":{"id":"1301.0596","kind":"arxiv","version":1}},"canonical_sha256":"ea7c30f77a28883620a16ef31b7d6c3f05088fbeef343b00560c3fe6d959dcde","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ea7c30f77a28883620a16ef31b7d6c3f05088fbeef343b00560c3fe6d959dcde","first_computed_at":"2026-05-18T03:37:18.255288Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:37:18.255288Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cWMzulKJAbMUHHSJdpOGcdjkdpuhXUIeXF6nwv8ahLhy3YFnQwr99/UM0PD2EXox2CsVRkWJNO5FJ3a718OpBA==","signature_status":"signed_v1","signed_at":"2026-05-18T03:37:18.256011Z","signed_message":"canonical_sha256_bytes"},"source_id":"1301.0596","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d06c5cb18690841307081a8d195a3d1c20dc4ae582374caf78aa1512bc44b8b1","sha256:ddc27ce85a0c85023b39a186fe7a73b0302e56610c4ffd1d767ffe8c832e3bc9"],"state_sha256":"7187d9a31a2a7c0bd4aae7dbe3622738a6344bac8174c3833abe8a2facdb177e"}