{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:KHF7PJBLQPNWFXCAY3APDJ2SRL","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":"d4971ed2efcfd59a197c39b19d2c0c2a2a2dab9741326a5683b7195d4ef7d3ae","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-12-01T17:45:30Z","title_canon_sha256":"f9dc567a3f0bd0da2ec8d36d8dcc9b131099f0a0baad8f796ef6eeee14d8302f"},"schema_version":"1.0","source":{"id":"2512.01930","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2512.01930","created_at":"2026-06-09T01:05:11Z"},{"alias_kind":"arxiv_version","alias_value":"2512.01930v2","created_at":"2026-06-09T01:05:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2512.01930","created_at":"2026-06-09T01:05:11Z"},{"alias_kind":"pith_short_12","alias_value":"KHF7PJBLQPNW","created_at":"2026-06-09T01:05:11Z"},{"alias_kind":"pith_short_16","alias_value":"KHF7PJBLQPNWFXCA","created_at":"2026-06-09T01:05:11Z"},{"alias_kind":"pith_short_8","alias_value":"KHF7PJBL","created_at":"2026-06-09T01:05:11Z"}],"graph_snapshots":[{"event_id":"sha256:5f82300cfec9c006591a88ac9efcd07c1a9c00cfd34ad07ee8bf56f5864afd7f","target":"graph","created_at":"2026-06-09T01:05:11Z","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/2512.01930/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Stochastic Variance Reduced Gradient (SVRG) and its variants aim to speed-up training by using gradient corrections. Originally proposed over a decade ago, these methods have never been connected to any Bayesian method at a fundamental level. Here, we fill this gap and derive surprising new connections of SVRG to a recently proposed Bayesian method called `posterior correction'. Our main contribution is to show that SVRG can be recovered as a special case of posterior-correction over isotropic-Gaussian posteriors. Novel extensions of SVRG are automatically obtained by using more flexible expon","authors_text":"Ming Liang Ang, Mohammad Emtiyaz Khan, Nico Daheim, Thomas M\\\"ollenhoff","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-12-01T17:45:30Z","title":"SVRG and Beyond via Posterior Correction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2512.01930","kind":"arxiv","version":2},"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":"sha256:21edb017d47264d39fbced14fca44b538eff09bc8b9d4f8bbc32d9be13cd374b","target":"record","created_at":"2026-06-09T01:05:11Z","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":"d4971ed2efcfd59a197c39b19d2c0c2a2a2dab9741326a5683b7195d4ef7d3ae","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-12-01T17:45:30Z","title_canon_sha256":"f9dc567a3f0bd0da2ec8d36d8dcc9b131099f0a0baad8f796ef6eeee14d8302f"},"schema_version":"1.0","source":{"id":"2512.01930","kind":"arxiv","version":2}},"canonical_sha256":"51cbf7a42b83db62dc40c6c0f1a7528af42e90358b96c8434fd7a0f27d4ccac6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"51cbf7a42b83db62dc40c6c0f1a7528af42e90358b96c8434fd7a0f27d4ccac6","first_computed_at":"2026-06-09T01:05:11.153294Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-09T01:05:11.153294Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"iguw+3IgqyrpOGN1IphGBFGNT5BYZA2vODfoZRNlT2jLTscaeMxjZja9w95078p0lUhH9n9uM4DrA59iCrcKBA==","signature_status":"signed_v1","signed_at":"2026-06-09T01:05:11.153892Z","signed_message":"canonical_sha256_bytes"},"source_id":"2512.01930","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:21edb017d47264d39fbced14fca44b538eff09bc8b9d4f8bbc32d9be13cd374b","sha256:5f82300cfec9c006591a88ac9efcd07c1a9c00cfd34ad07ee8bf56f5864afd7f"],"state_sha256":"cc8ac88b50806eb42ad1bc37e25f8a91e058dd4d2fe73f1bd15e140d40bf2601"}