{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:HC3BP4JUGNU26KP5ZS4NEBF5DO","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":"d553d7e31c992108ac7081060c69550c8e7f9021a9bd199b504b8556064d0328","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-12-11T10:17:04Z","title_canon_sha256":"7a3a1a9599405659c414e14a4d82d68a12656751f9ab2585001c87fddae02276"},"schema_version":"1.0","source":{"id":"2412.08262","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.08262","created_at":"2026-07-05T10:21:27Z"},{"alias_kind":"arxiv_version","alias_value":"2412.08262v2","created_at":"2026-07-05T10:21:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.08262","created_at":"2026-07-05T10:21:27Z"},{"alias_kind":"pith_short_12","alias_value":"HC3BP4JUGNU2","created_at":"2026-07-05T10:21:27Z"},{"alias_kind":"pith_short_16","alias_value":"HC3BP4JUGNU26KP5","created_at":"2026-07-05T10:21:27Z"},{"alias_kind":"pith_short_8","alias_value":"HC3BP4JU","created_at":"2026-07-05T10:21:27Z"}],"graph_snapshots":[{"event_id":"sha256:eabe6f103ef4bbc8469a4dd346817ca72a538a5c9de47349c37c4562e2469995","target":"graph","created_at":"2026-07-05T10:21:27Z","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/2412.08262/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Plug-and-Play methods for image restoration are iterative algorithms that solve a variational problem to recover a clean image from a degraded observation. These algorithms are known to be flexible to changes of degradation and to perform state-of-the-art restoration. Recently, significant efforts have been made to explore new stochastic algorithms based on the Plug-and-Play or REgularization by Denoising (RED) frameworks, such as SNORE, which is a convergent stochastic gradient descent algorithm. A variant of this algorithm, named SNORE Prox, reaches state-of-the-art performances, especially ","authors_text":"Julien Hermant, Marien Renaud, Nicolas Papadakis","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-12-11T10:17:04Z","title":"Convergence Analysis of a Proximal Stochastic Denoising Regularization Algorithm"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.08262","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":"sha256:783d8be6c198db67b41de8f1402455c9ea4cd9619d1d635b9d2b3a4cf5073910","target":"record","created_at":"2026-07-05T10:21:27Z","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":"d553d7e31c992108ac7081060c69550c8e7f9021a9bd199b504b8556064d0328","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2024-12-11T10:17:04Z","title_canon_sha256":"7a3a1a9599405659c414e14a4d82d68a12656751f9ab2585001c87fddae02276"},"schema_version":"1.0","source":{"id":"2412.08262","kind":"arxiv","version":2}},"canonical_sha256":"38b617f1343369af29fdccb8d204bd1b9fc83a8267e2b4754821edcc38535d93","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"38b617f1343369af29fdccb8d204bd1b9fc83a8267e2b4754821edcc38535d93","first_computed_at":"2026-07-05T10:21:27.167729Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:21:27.167729Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zlpvP96NpXeJtygZsnfbDQ2tJgH1+sANoOIP0NaKNiFZAQflcTZcGOYIFIYcEgP2eGfgLJxhD3vlH5xiZM8jDg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:21:27.168228Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.08262","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:783d8be6c198db67b41de8f1402455c9ea4cd9619d1d635b9d2b3a4cf5073910","sha256:eabe6f103ef4bbc8469a4dd346817ca72a538a5c9de47349c37c4562e2469995"],"state_sha256":"8cc46b66b026544a8117122061c20b82efda5688f24eae6c63940bbd5d7fc737"}