{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:PD7AHGMAPVA4BBPZ4CYVBFL7CK","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":"3d5fb334408b159cd6f8feb4affd4b701db90a3c7c24c8adddc78dbbfddbf4bb","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-12-02T13:35:48Z","title_canon_sha256":"3f889bb26c8918e3fd3399d81477b44aa10de9cd69bde1cc2f9d8954e89b2999"},"schema_version":"1.0","source":{"id":"2312.02197","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.02197","created_at":"2026-07-05T08:27:23Z"},{"alias_kind":"arxiv_version","alias_value":"2312.02197v4","created_at":"2026-07-05T08:27:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.02197","created_at":"2026-07-05T08:27:23Z"},{"alias_kind":"pith_short_12","alias_value":"PD7AHGMAPVA4","created_at":"2026-07-05T08:27:23Z"},{"alias_kind":"pith_short_16","alias_value":"PD7AHGMAPVA4BBPZ","created_at":"2026-07-05T08:27:23Z"},{"alias_kind":"pith_short_8","alias_value":"PD7AHGMA","created_at":"2026-07-05T08:27:23Z"}],"graph_snapshots":[{"event_id":"sha256:72f7e25fdb10ec61cbc5ed10a8f29d4c2c2ebfd8a8e1d31f6661af5c17733526","target":"graph","created_at":"2026-07-05T08:27:23Z","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/2312.02197/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In contrast to close-set scenarios that restore images from a predefined set of degradations, open-set image restoration aims to handle the unknown degradations that were unforeseen during the pretraining phase, which is less-touched as far as we know. This work study this challenging problem and reveal its essence as unidentified distribution shifts between the test and training data. Recently, test-time adaptation has emerged as a fundamental method to address this inherent disparities. Inspired by it, we propose a test-time degradation adaptation framework for open-set image restoration, wh","authors_text":"Boyun Li, Haiyu Zhao, Xinyan Xiao, Xi Peng, Yuanbiao Gou","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-12-02T13:35:48Z","title":"Test-Time Degradation Adaptation for Open-Set Image Restoration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.02197","kind":"arxiv","version":4},"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:a77bf5cc15a552af9e3e9610fb7fe22a5fd0e907ee0024a33ba4a54d825dfb3a","target":"record","created_at":"2026-07-05T08:27:23Z","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":"3d5fb334408b159cd6f8feb4affd4b701db90a3c7c24c8adddc78dbbfddbf4bb","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-12-02T13:35:48Z","title_canon_sha256":"3f889bb26c8918e3fd3399d81477b44aa10de9cd69bde1cc2f9d8954e89b2999"},"schema_version":"1.0","source":{"id":"2312.02197","kind":"arxiv","version":4}},"canonical_sha256":"78fe0399807d41c085f9e0b150957f12a4dcbc6464ffd0f410e3b54993f7c221","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"78fe0399807d41c085f9e0b150957f12a4dcbc6464ffd0f410e3b54993f7c221","first_computed_at":"2026-07-05T08:27:23.894409Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:27:23.894409Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5FLJeZYDX6XarBunfFMeyuehpMxvl1hJhfmGPc8TUvcBq3o+Bw2prWANRWpuF6ZEb/XjQzb3rpEVyhTbGw94Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:27:23.894880Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.02197","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a77bf5cc15a552af9e3e9610fb7fe22a5fd0e907ee0024a33ba4a54d825dfb3a","sha256:72f7e25fdb10ec61cbc5ed10a8f29d4c2c2ebfd8a8e1d31f6661af5c17733526"],"state_sha256":"26b46b36150fed10c7893653a7e3f62b081cef1c68db561ed6e72fabeb671fcc"}