{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:EPJBCFVIUFTS5S6UTXAP6UK3CP","short_pith_number":"pith:EPJBCFVI","canonical_record":{"source":{"id":"2507.23685","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-31T16:02:00Z","cross_cats_sorted":[],"title_canon_sha256":"32977b027b4423886b7e4aea40f89176f9c39ef102f181a2489b9d7e09b451eb","abstract_canon_sha256":"f421ace3b66f58e83991f6d05a3f85728da16e5d1e27e2d36ae70c95e899351e"},"schema_version":"1.0"},"canonical_sha256":"23d21116a8a1672ecbd49dc0ff515b13e5cd488a60c069ec28b2baf52ec546aa","source":{"kind":"arxiv","id":"2507.23685","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.23685","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"arxiv_version","alias_value":"2507.23685v2","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.23685","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"pith_short_12","alias_value":"EPJBCFVIUFTS","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"pith_short_16","alias_value":"EPJBCFVIUFTS5S6U","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"pith_short_8","alias_value":"EPJBCFVI","created_at":"2026-07-05T11:48:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:EPJBCFVIUFTS5S6UTXAP6UK3CP","target":"record","payload":{"canonical_record":{"source":{"id":"2507.23685","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-31T16:02:00Z","cross_cats_sorted":[],"title_canon_sha256":"32977b027b4423886b7e4aea40f89176f9c39ef102f181a2489b9d7e09b451eb","abstract_canon_sha256":"f421ace3b66f58e83991f6d05a3f85728da16e5d1e27e2d36ae70c95e899351e"},"schema_version":"1.0"},"canonical_sha256":"23d21116a8a1672ecbd49dc0ff515b13e5cd488a60c069ec28b2baf52ec546aa","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:48:06.560719Z","signature_b64":"3TUfYvk+zi8ITJqqNGeZQXxTsxh1mu5wX0Kw4Z8PW1x+hQExPuv0XJLM4xHBHIHEKDnGbMVsgvyldxeHJiVSBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"23d21116a8a1672ecbd49dc0ff515b13e5cd488a60c069ec28b2baf52ec546aa","last_reissued_at":"2026-07-05T11:48:06.559953Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:48:06.559953Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.23685","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:48:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"83w1MkvykU2My7cGdS6UZYd1dJzzix6FXs8mcGlTVN4TbvsRnddaUVeJPwSgOygUxrvltVOBu8bDZ/X3GtgWAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T19:52:44.298049Z"},"content_sha256":"3638829809eeac676dd9ebd509edb171e62ca416a5b79337e22b29dd3777df51","schema_version":"1.0","event_id":"sha256:3638829809eeac676dd9ebd509edb171e62ca416a5b79337e22b29dd3777df51"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:EPJBCFVIUFTS5S6UTXAP6UK3CP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"UniLDiff: Unlocking the Power of Diffusion Priors for All-in-One Image Restoration","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Dian Chen, Liangtai Zhou, Ni Tang, Xiaotong Luo, Yanyun Qu, Zihan Cheng","submitted_at":"2025-07-31T16:02:00Z","abstract_excerpt":"All-in-One Image Restoration (AiOIR) has emerged as a promising yet challenging research direction. To address the core challenges of diverse degradation modeling and detail preservation, we propose UniLDiff, a unified framework enhanced with degradation- and detail-aware mechanisms, unlocking the power of diffusion priors for robust image restoration. Specifically, we introduce a Degradation-Aware Feature Fusion (DAFF) to dynamically inject low-quality features into each denoising step via decoupled fusion and adaptive modulation, enabling implicit modeling of diverse and compound degradation"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.23685","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2507.23685/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:48:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0Wum7ZONQ/YDHY6XfiF3iP3sUbBKxlC4uRGkjUnIhqrotXaLBOfEdrh+8RvitdBL3WCZe+PKypmBWx1qDiCkAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T19:52:44.298582Z"},"content_sha256":"af65298d4b837fac64a8864527252118823099ffc5e4e87721cedbce27f469a9","schema_version":"1.0","event_id":"sha256:af65298d4b837fac64a8864527252118823099ffc5e4e87721cedbce27f469a9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EPJBCFVIUFTS5S6UTXAP6UK3CP/bundle.json","state_url":"https://pith.science/pith/EPJBCFVIUFTS5S6UTXAP6UK3CP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EPJBCFVIUFTS5S6UTXAP6UK3CP/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-07T19:52:44Z","links":{"resolver":"https://pith.science/pith/EPJBCFVIUFTS5S6UTXAP6UK3CP","bundle":"https://pith.science/pith/EPJBCFVIUFTS5S6UTXAP6UK3CP/bundle.json","state":"https://pith.science/pith/EPJBCFVIUFTS5S6UTXAP6UK3CP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EPJBCFVIUFTS5S6UTXAP6UK3CP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:EPJBCFVIUFTS5S6UTXAP6UK3CP","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":"f421ace3b66f58e83991f6d05a3f85728da16e5d1e27e2d36ae70c95e899351e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-31T16:02:00Z","title_canon_sha256":"32977b027b4423886b7e4aea40f89176f9c39ef102f181a2489b9d7e09b451eb"},"schema_version":"1.0","source":{"id":"2507.23685","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.23685","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"arxiv_version","alias_value":"2507.23685v2","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.23685","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"pith_short_12","alias_value":"EPJBCFVIUFTS","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"pith_short_16","alias_value":"EPJBCFVIUFTS5S6U","created_at":"2026-07-05T11:48:06Z"},{"alias_kind":"pith_short_8","alias_value":"EPJBCFVI","created_at":"2026-07-05T11:48:06Z"}],"graph_snapshots":[{"event_id":"sha256:af65298d4b837fac64a8864527252118823099ffc5e4e87721cedbce27f469a9","target":"graph","created_at":"2026-07-05T11:48:06Z","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/2507.23685/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"All-in-One Image Restoration (AiOIR) has emerged as a promising yet challenging research direction. To address the core challenges of diverse degradation modeling and detail preservation, we propose UniLDiff, a unified framework enhanced with degradation- and detail-aware mechanisms, unlocking the power of diffusion priors for robust image restoration. Specifically, we introduce a Degradation-Aware Feature Fusion (DAFF) to dynamically inject low-quality features into each denoising step via decoupled fusion and adaptive modulation, enabling implicit modeling of diverse and compound degradation","authors_text":"Dian Chen, Liangtai Zhou, Ni Tang, Xiaotong Luo, Yanyun Qu, Zihan Cheng","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-31T16:02:00Z","title":"UniLDiff: Unlocking the Power of Diffusion Priors for All-in-One Image Restoration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.23685","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":"sha256:3638829809eeac676dd9ebd509edb171e62ca416a5b79337e22b29dd3777df51","target":"record","created_at":"2026-07-05T11:48:06Z","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":"f421ace3b66f58e83991f6d05a3f85728da16e5d1e27e2d36ae70c95e899351e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-31T16:02:00Z","title_canon_sha256":"32977b027b4423886b7e4aea40f89176f9c39ef102f181a2489b9d7e09b451eb"},"schema_version":"1.0","source":{"id":"2507.23685","kind":"arxiv","version":2}},"canonical_sha256":"23d21116a8a1672ecbd49dc0ff515b13e5cd488a60c069ec28b2baf52ec546aa","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"23d21116a8a1672ecbd49dc0ff515b13e5cd488a60c069ec28b2baf52ec546aa","first_computed_at":"2026-07-05T11:48:06.559953Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:48:06.559953Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3TUfYvk+zi8ITJqqNGeZQXxTsxh1mu5wX0Kw4Z8PW1x+hQExPuv0XJLM4xHBHIHEKDnGbMVsgvyldxeHJiVSBg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:48:06.560719Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.23685","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3638829809eeac676dd9ebd509edb171e62ca416a5b79337e22b29dd3777df51","sha256:af65298d4b837fac64a8864527252118823099ffc5e4e87721cedbce27f469a9"],"state_sha256":"9f5a9cdffde263e04eb0c4f207190ded4698d4260cc284c2e3cb68c6d309a981"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"q8j9nCRPtHGuZBF6atyvt8yLoFcwsDC0WGo/hsOT72FusEaaIyOWhLhhcBqkx+z186+6OdBvx/D9LfzPkGJLCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T19:52:44.304333Z","bundle_sha256":"e5bbfd26a32f4719df9b624877de451ae60b54be32d367093a465b26fa694233"}}