{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:7I7IAIREZORFVOANHIDALRQH5G","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":"4dcc47b9c8eb3c3cf28411121002df2a9e03c80e8965028fe3c0e7aae4c227a7","cross_cats_sorted":["eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-22T20:31:33Z","title_canon_sha256":"e966642800b0d4b26c89191c080521f3d516abf9962b40cd81fa20278da44db8"},"schema_version":"1.0","source":{"id":"2311.13682","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.13682","created_at":"2026-07-05T09:33:26Z"},{"alias_kind":"arxiv_version","alias_value":"2311.13682v2","created_at":"2026-07-05T09:33:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.13682","created_at":"2026-07-05T09:33:26Z"},{"alias_kind":"pith_short_12","alias_value":"7I7IAIREZORF","created_at":"2026-07-05T09:33:26Z"},{"alias_kind":"pith_short_16","alias_value":"7I7IAIREZORFVOAN","created_at":"2026-07-05T09:33:26Z"},{"alias_kind":"pith_short_8","alias_value":"7I7IAIRE","created_at":"2026-07-05T09:33:26Z"}],"graph_snapshots":[{"event_id":"sha256:3706bc2e84ce78e6809cceb436a7385f4583a8bc70254a6a61f7aeb4a8e8970d","target":"graph","created_at":"2026-07-05T09:33:26Z","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/2311.13682/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The utilisation of Plug-and-Play (PnP) priors in inverse problems has become increasingly prominent in recent years. This preference is based on the mathematical equivalence between the general proximal operator and the regularised denoiser, facilitating the adaptation of various off-the-shelf denoiser priors to a wide range of inverse problems. However, existing PnP models predominantly rely on pre-trained denoisers using large datasets. In this work, we introduce Single-Shot PnP methods (SS-PnP), shifting the focus to solving inverse problems with minimal data. First, we integrate Single-Sho","authors_text":"Angelica I Aviles-Rivero, Carola-Bibiane Sch\\\"onlieb, Lequan Yu, Lipei Zhang, Raymond H. Chan, Shujun Wang, Yanqi Cheng, Zhenda Shen","cross_cats":["eess.IV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-22T20:31:33Z","title":"Single-Shot Plug-and-Play Methods for Inverse Problems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.13682","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":"sha256:8f0c921bc98a4e22b43da52d6957af327eb872e82f106ab04e1bf57f0d24a7de","target":"record","created_at":"2026-07-05T09:33:26Z","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":"4dcc47b9c8eb3c3cf28411121002df2a9e03c80e8965028fe3c0e7aae4c227a7","cross_cats_sorted":["eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-22T20:31:33Z","title_canon_sha256":"e966642800b0d4b26c89191c080521f3d516abf9962b40cd81fa20278da44db8"},"schema_version":"1.0","source":{"id":"2311.13682","kind":"arxiv","version":2}},"canonical_sha256":"fa3e802224cba25ab80d3a0605c607e9bcf30454867f3a8318548650136a5f00","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fa3e802224cba25ab80d3a0605c607e9bcf30454867f3a8318548650136a5f00","first_computed_at":"2026-07-05T09:33:26.767751Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:33:26.767751Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gS110t+04VKEiZatBa+Pc+Y5MJKSLnMQan9BcTYwQxZANGtQRNHUUNFn1R0DGSUgt1tQrPMxsn/QYlcqT6pmBw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:33:26.768287Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.13682","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8f0c921bc98a4e22b43da52d6957af327eb872e82f106ab04e1bf57f0d24a7de","sha256:3706bc2e84ce78e6809cceb436a7385f4583a8bc70254a6a61f7aeb4a8e8970d"],"state_sha256":"d1ada13a8738330ec51d3d2e0da067845d2a9134066ccc3f01b97c5c9032bf78"}