{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:ILK5UYBSRAAA2IYDHBC5PX4LSY","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":"436b3af9ebf5a840fdc6c4712e15514b7f0aa95190c6caa71f0dc7b10f5cec90","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2015-08-10T21:15:43Z","title_canon_sha256":"34b3d53039de2dfb352c8ab2b816dc07a7ee32e5896e4c3848ac739754ce2fb1"},"schema_version":"1.0","source":{"id":"1508.02428","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1508.02428","created_at":"2026-05-18T01:35:29Z"},{"alias_kind":"arxiv_version","alias_value":"1508.02428v1","created_at":"2026-05-18T01:35:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1508.02428","created_at":"2026-05-18T01:35:29Z"},{"alias_kind":"pith_short_12","alias_value":"ILK5UYBSRAAA","created_at":"2026-05-18T12:29:25Z"},{"alias_kind":"pith_short_16","alias_value":"ILK5UYBSRAAA2IYD","created_at":"2026-05-18T12:29:25Z"},{"alias_kind":"pith_short_8","alias_value":"ILK5UYBS","created_at":"2026-05-18T12:29:25Z"}],"graph_snapshots":[{"event_id":"sha256:d63a288a13c7c08b9e44f7c30223e02e3c88acbfb699943d055456f4ccf98424","target":"graph","created_at":"2026-05-18T01:35:29Z","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 describe FactorBase, a new SQL-based framework that leverages a relational database management system to support multi-relational model discovery. A multi-relational statistical model provides an integrated analysis of the heterogeneous and interdependent data resources in the database. We adopt the BayesStore design philosophy: statistical models are stored and managed as first-class citizens inside a database. Whereas previous systems like BayesStore support multi-relational inference, FactorBase supports multi-relational learning. A case study on six benchmark databases evaluates how our","authors_text":"Oliver Schulte, Zhensong Qian","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2015-08-10T21:15:43Z","title":"FactorBase: SQL for Learning A Multi-Relational Graphical Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1508.02428","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:b361e75071c0f4fde145bbd73da6d420a03a39616448d5cd47642fc14e2338d8","target":"record","created_at":"2026-05-18T01:35:29Z","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":"436b3af9ebf5a840fdc6c4712e15514b7f0aa95190c6caa71f0dc7b10f5cec90","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2015-08-10T21:15:43Z","title_canon_sha256":"34b3d53039de2dfb352c8ab2b816dc07a7ee32e5896e4c3848ac739754ce2fb1"},"schema_version":"1.0","source":{"id":"1508.02428","kind":"arxiv","version":1}},"canonical_sha256":"42d5da603288000d23033845d7df8b96367eebe0c5e95d65515f6133b3adb0bd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"42d5da603288000d23033845d7df8b96367eebe0c5e95d65515f6133b3adb0bd","first_computed_at":"2026-05-18T01:35:29.251190Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:35:29.251190Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"byPKJtiBe2Nb8VuI9SN/V+GRnUvuNlM5EnnmQEyMDyiIxu6TcfXSxN173V+AmV4OPtsDvMOLA+TB00nmcqQeCQ==","signature_status":"signed_v1","signed_at":"2026-05-18T01:35:29.251788Z","signed_message":"canonical_sha256_bytes"},"source_id":"1508.02428","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b361e75071c0f4fde145bbd73da6d420a03a39616448d5cd47642fc14e2338d8","sha256:d63a288a13c7c08b9e44f7c30223e02e3c88acbfb699943d055456f4ccf98424"],"state_sha256":"8c485b076413cd39c189659fe64246dca6612c395d13c4109b1a210fbd92c351"}