{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:OQA5JWQE62DAL6GFMC2PD6TO2E","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":"39de0860fa6019d47ed76a293b8854778b9d88f6069e0fa23132e69fc3fded11","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2021-11-20T03:51:18Z","title_canon_sha256":"9a6db02716691d3ede2d260924f1ba24f51df7c2daa3bbfe92e4d32a05d6cf73"},"schema_version":"1.0","source":{"id":"2111.10510","kind":"arxiv","version":9}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2111.10510","created_at":"2026-07-05T05:10:35Z"},{"alias_kind":"arxiv_version","alias_value":"2111.10510v9","created_at":"2026-07-05T05:10:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2111.10510","created_at":"2026-07-05T05:10:35Z"},{"alias_kind":"pith_short_12","alias_value":"OQA5JWQE62DA","created_at":"2026-07-05T05:10:35Z"},{"alias_kind":"pith_short_16","alias_value":"OQA5JWQE62DAL6GF","created_at":"2026-07-05T05:10:35Z"},{"alias_kind":"pith_short_8","alias_value":"OQA5JWQE","created_at":"2026-07-05T05:10:35Z"}],"graph_snapshots":[{"event_id":"sha256:b6548ee2b6a92868c883a0cf4a4f7d5cf75aad903bf048bd6d9569da53c1ac97","target":"graph","created_at":"2026-07-05T05:10:35Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2111.10510/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this work we explore a new framework for approximate Bayesian inference in large datasets based on stochastic control (i.e. Schr\\\"odinger bridges). We advocate stochastic control as a finite time and low variance alternative to popular steady-state methods such as stochastic gradient Langevin dynamics (SGLD). Furthermore, we discuss and adapt the existing theoretical guarantees of this framework and establish connections to already existing VI routines in SDE-based models.","authors_text":"Andrius Ovsianas, David Fernandes, Francisco Vargas, Mark Girolami, Neil D. Lawrence, Nikolas N\\\"usken","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2021-11-20T03:51:18Z","title":"Bayesian Learning via Neural Schr\\\"odinger-F\\\"ollmer Flows"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2111.10510","kind":"arxiv","version":9},"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:ca8d1a6b448a994cd6ccbd3ed0253295eee3ca2128ccba76bd3c89b43e17d69f","target":"record","created_at":"2026-07-05T05:10:35Z","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":"39de0860fa6019d47ed76a293b8854778b9d88f6069e0fa23132e69fc3fded11","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2021-11-20T03:51:18Z","title_canon_sha256":"9a6db02716691d3ede2d260924f1ba24f51df7c2daa3bbfe92e4d32a05d6cf73"},"schema_version":"1.0","source":{"id":"2111.10510","kind":"arxiv","version":9}},"canonical_sha256":"7401d4da04f68605f8c560b4f1fa6ed132fe35501dc582f9e77d7b73049bf7c0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7401d4da04f68605f8c560b4f1fa6ed132fe35501dc582f9e77d7b73049bf7c0","first_computed_at":"2026-07-05T05:10:35.393871Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:10:35.393871Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"SDEw8h4jSIB7Z5avf0STAOwmNjsdLT4ht5zn0py9s7uKw2DsTVYG0VSRNlrrM1WB9KUx9BxNL2R34X0yfrlsDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:10:35.394396Z","signed_message":"canonical_sha256_bytes"},"source_id":"2111.10510","source_kind":"arxiv","source_version":9}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ca8d1a6b448a994cd6ccbd3ed0253295eee3ca2128ccba76bd3c89b43e17d69f","sha256:b6548ee2b6a92868c883a0cf4a4f7d5cf75aad903bf048bd6d9569da53c1ac97"],"state_sha256":"0cb8edaf2c2959cde11dd354bfa294d27b63427f61c3389480f8c89e71233235"}