{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:XKDZXUB6ASXDT77BACS6MTPQPZ","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":"6e7e87e109290aec19e31cf61d8e5972a2c71815f8d2d79d4eb02fa4255cfd2a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-07T14:38:57Z","title_canon_sha256":"fbd1d749cbc084e58f233a6cc0747c0336628f9294eaa9ee5583eb0a75e5fa60"},"schema_version":"1.0","source":{"id":"2504.05135","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.05135","created_at":"2026-07-05T10:45:34Z"},{"alias_kind":"arxiv_version","alias_value":"2504.05135v1","created_at":"2026-07-05T10:45:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.05135","created_at":"2026-07-05T10:45:34Z"},{"alias_kind":"pith_short_12","alias_value":"XKDZXUB6ASXD","created_at":"2026-07-05T10:45:34Z"},{"alias_kind":"pith_short_16","alias_value":"XKDZXUB6ASXDT77B","created_at":"2026-07-05T10:45:34Z"},{"alias_kind":"pith_short_8","alias_value":"XKDZXUB6","created_at":"2026-07-05T10:45:34Z"}],"graph_snapshots":[{"event_id":"sha256:a142f3a4fa503e470d1530faf6d0bd9211c100386bb9a1b30bd673390ae55495","target":"graph","created_at":"2026-07-05T10:45:34Z","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/2504.05135/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Image restoration under adverse weather conditions is a critical task for many vision-based applications. Recent all-in-one frameworks that handle multiple weather degradations within a unified model have shown potential. However, the diversity of degradation patterns across different weather conditions, as well as the complex and varied nature of real-world degradations, pose significant challenges for multiple weather removal. To address these challenges, we propose an innovative diffusion paradigm with degradation-aware adaptive priors for all-in-one weather restoration, termed DA2Diff. It ","authors_text":"Jiamei Xiong, Mingqiang Wei, Wei Zhao, Xiao-Ping Zhang, Xuefeng Yan, Yongzhen Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-07T14:38:57Z","title":"DA2Diff: Exploring Degradation-aware Adaptive Diffusion Priors for All-in-One Weather Restoration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.05135","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":"sha256:657e810a12de35f8d920ed556621f1451adcf4be3dddbb7bb168d0f7903e99e1","target":"record","created_at":"2026-07-05T10:45:34Z","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":"6e7e87e109290aec19e31cf61d8e5972a2c71815f8d2d79d4eb02fa4255cfd2a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-07T14:38:57Z","title_canon_sha256":"fbd1d749cbc084e58f233a6cc0747c0336628f9294eaa9ee5583eb0a75e5fa60"},"schema_version":"1.0","source":{"id":"2504.05135","kind":"arxiv","version":1}},"canonical_sha256":"ba879bd03e04ae39ffe100a5e64df07e597e127ba01c2fb58aa211fc28068f7c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ba879bd03e04ae39ffe100a5e64df07e597e127ba01c2fb58aa211fc28068f7c","first_computed_at":"2026-07-05T10:45:34.245164Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:45:34.245164Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"o7+sgSLqDzPMa4yxs3Qs0W4y+9t1cWccsx8rUOUzNwEoBnLOW7FMorOrndimjSCp0Z7xAUkCvd0cj1Lz3yzvAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:45:34.245618Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.05135","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:657e810a12de35f8d920ed556621f1451adcf4be3dddbb7bb168d0f7903e99e1","sha256:a142f3a4fa503e470d1530faf6d0bd9211c100386bb9a1b30bd673390ae55495"],"state_sha256":"7e47b0701d23d29613b6da598ba1047b706bf8ac7bf5f363d702992a68aab1f2"}