{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2012:PBJVYBO6RQ2ZJFPFNV2OYCBLBT","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":"ba39923117f3e14c405e16e5509183f25f855cd91be0b5381aeb36d6b2f22c7f","cross_cats_sorted":["cs.AI","stat.ME","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-10-05T14:10:20Z","title_canon_sha256":"027d16b5a7fe18508557b93ffe0f65557c1bdd974dd7324e04f0995aa4f05002"},"schema_version":"1.0","source":{"id":"1210.1766","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1210.1766","created_at":"2026-05-18T02:59:18Z"},{"alias_kind":"arxiv_version","alias_value":"1210.1766v3","created_at":"2026-05-18T02:59:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1210.1766","created_at":"2026-05-18T02:59:18Z"},{"alias_kind":"pith_short_12","alias_value":"PBJVYBO6RQ2Z","created_at":"2026-05-18T12:27:18Z"},{"alias_kind":"pith_short_16","alias_value":"PBJVYBO6RQ2ZJFPF","created_at":"2026-05-18T12:27:18Z"},{"alias_kind":"pith_short_8","alias_value":"PBJVYBO6","created_at":"2026-05-18T12:27:18Z"}],"graph_snapshots":[{"event_id":"sha256:c452f54cb9944d0b5aeade510ad993a9bacf29dd29de15fb6f6dfb2424b52fdb","target":"graph","created_at":"2026-05-18T02:59:18Z","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":"Existing Bayesian models, especially nonparametric Bayesian methods, rely on specially conceived priors to incorporate domain knowledge for discovering improved latent representations. While priors can affect posterior distributions through Bayes' rule, imposing posterior regularization is arguably more direct and in some cases more natural and general. In this paper, we present regularized Bayesian inference (RegBayes), a novel computational framework that performs posterior inference with a regularization term on the desired post-data posterior distribution under an information theoretical f","authors_text":"Eric P. Xing, Jun Zhu, Ning Chen","cross_cats":["cs.AI","stat.ME","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-10-05T14:10:20Z","title":"Bayesian Inference with Posterior Regularization and applications to Infinite Latent SVMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1210.1766","kind":"arxiv","version":3},"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":"sha256:85b899366d9430be56551e6613b1641e05fc312fb99c4addf7cc3f8dd0af8775","target":"record","created_at":"2026-05-18T02:59:18Z","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":"ba39923117f3e14c405e16e5509183f25f855cd91be0b5381aeb36d6b2f22c7f","cross_cats_sorted":["cs.AI","stat.ME","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2012-10-05T14:10:20Z","title_canon_sha256":"027d16b5a7fe18508557b93ffe0f65557c1bdd974dd7324e04f0995aa4f05002"},"schema_version":"1.0","source":{"id":"1210.1766","kind":"arxiv","version":3}},"canonical_sha256":"78535c05de8c359495e56d74ec082b0cc20993e5e0f7bbf504df065a607de765","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"78535c05de8c359495e56d74ec082b0cc20993e5e0f7bbf504df065a607de765","first_computed_at":"2026-05-18T02:59:18.743314Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:59:18.743314Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"AH2mZtWNoUzqKQrXMT09Du8NP+JQorRl0r8cQIaI58lJnZTloBwJTmm/rNXryEi4rhn6zxlClBiRRntGYZTfBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T02:59:18.743953Z","signed_message":"canonical_sha256_bytes"},"source_id":"1210.1766","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:85b899366d9430be56551e6613b1641e05fc312fb99c4addf7cc3f8dd0af8775","sha256:c452f54cb9944d0b5aeade510ad993a9bacf29dd29de15fb6f6dfb2424b52fdb"],"state_sha256":"7718b6d3b713176a34b1bcb17cea67d8bf2fde552c05077ddfca246de563953c"}