{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2009:EGD73Q4YNOHF2CSPBLG5WYSV4K","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":"fcdc4739de5d202a23457878f274271a77ebad90c68912a9c1e32bf24a70674e","cross_cats_sorted":["cond-mat.dis-nn","physics.data-an"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2009-03-27T17:29:16Z","title_canon_sha256":"8a5b2e4cbc7c244aee4f1b896e591f39808203899d00d044df6e813ba2eddfce"},"schema_version":"1.0","source":{"id":"0903.4860","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"0903.4860","created_at":"2026-05-18T02:14:18Z"},{"alias_kind":"arxiv_version","alias_value":"0903.4860v1","created_at":"2026-05-18T02:14:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.0903.4860","created_at":"2026-05-18T02:14:18Z"},{"alias_kind":"pith_short_12","alias_value":"EGD73Q4YNOHF","created_at":"2026-05-18T12:25:59Z"},{"alias_kind":"pith_short_16","alias_value":"EGD73Q4YNOHF2CSP","created_at":"2026-05-18T12:25:59Z"},{"alias_kind":"pith_short_8","alias_value":"EGD73Q4Y","created_at":"2026-05-18T12:25:59Z"}],"graph_snapshots":[{"event_id":"sha256:30d749e39b74eeec2fe22e3a3289d8738be38fccc4afb00f54ad06a739a16611","target":"graph","created_at":"2026-05-18T02:14:18Z","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":"In the context of inference with expectation constraints, we propose an approach based on the \"loopy belief propagation\" algorithm LBP, as a surrogate to an exact Markov Random Field MRF modelling. A prior information composed of correlations among a large set of N variables, is encoded into a graphical model; this encoding is optimized with respect to an approximate decoding procedure LBP, which is used to infer hidden variables from an observed subset. We focus on the situation where the underlying data have many different statistical components, representing a variety of independent pattern","authors_text":"Anne Auger, Cyril FURTLEHNER, Jean-Marc Lasgouttes","cross_cats":["cond-mat.dis-nn","physics.data-an"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2009-03-27T17:29:16Z","title":"Learning Multiple Belief Propagation Fixed Points for Real Time Inference"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"0903.4860","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":"sha256:803aaae21fdb3f3ec5d0a7bb9b91696120383aeba8c1a7e4c69ee0481af0e9ef","target":"record","created_at":"2026-05-18T02:14:18Z","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":"fcdc4739de5d202a23457878f274271a77ebad90c68912a9c1e32bf24a70674e","cross_cats_sorted":["cond-mat.dis-nn","physics.data-an"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2009-03-27T17:29:16Z","title_canon_sha256":"8a5b2e4cbc7c244aee4f1b896e591f39808203899d00d044df6e813ba2eddfce"},"schema_version":"1.0","source":{"id":"0903.4860","kind":"arxiv","version":1}},"canonical_sha256":"2187fdc3986b8e5d0a4f0acddb6255e29e5235d85e368e739b07d43c07bba5a5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2187fdc3986b8e5d0a4f0acddb6255e29e5235d85e368e739b07d43c07bba5a5","first_computed_at":"2026-05-18T02:14:18.980724Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:14:18.980724Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6QTVARqqOxaXnsTZHrX5ElxCoYxNFR5u+Jc6/yeSPKYHltDwN73vSIQEkBGmlOio9oHypvvPkITbkTxcUiKfCA==","signature_status":"signed_v1","signed_at":"2026-05-18T02:14:18.981380Z","signed_message":"canonical_sha256_bytes"},"source_id":"0903.4860","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:803aaae21fdb3f3ec5d0a7bb9b91696120383aeba8c1a7e4c69ee0481af0e9ef","sha256:30d749e39b74eeec2fe22e3a3289d8738be38fccc4afb00f54ad06a739a16611"],"state_sha256":"02624b8bb331949b3c5da2c309804d6e51b1dad1184b62f301e9ba1e5a44654c"}