{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ZWPUAVMTPQPCCYRSLCTSARBBAH","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":"da2b620c547db27e7e86a888a2395dda1f92b7db177d66036579b5fb90494b09","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-06-12T07:44:22Z","title_canon_sha256":"4478d5068bbb7c0ffb89a8ac0ba52ad734b9af549c585c832b4b8fd6dbc0b12c"},"schema_version":"1.0","source":{"id":"2406.07966","kind":"arxiv","version":6}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.07966","created_at":"2026-07-05T10:49:06Z"},{"alias_kind":"arxiv_version","alias_value":"2406.07966v6","created_at":"2026-07-05T10:49:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.07966","created_at":"2026-07-05T10:49:06Z"},{"alias_kind":"pith_short_12","alias_value":"ZWPUAVMTPQPC","created_at":"2026-07-05T10:49:06Z"},{"alias_kind":"pith_short_16","alias_value":"ZWPUAVMTPQPCCYRS","created_at":"2026-07-05T10:49:06Z"},{"alias_kind":"pith_short_8","alias_value":"ZWPUAVMT","created_at":"2026-07-05T10:49:06Z"}],"graph_snapshots":[{"event_id":"sha256:d6d4a97bbc66100ae888fac16145ebccaacb99bc7140248169e71bfc22277244","target":"graph","created_at":"2026-07-05T10:49:06Z","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/2406.07966/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Real-world Image Dehazing (RID) aims to alleviate haze-induced degradation in real-world settings. This task remains challenging due to the complexities in accurately modeling real haze distributions and the scarcity of paired real-world data. To address these challenges, we first introduce a cooperative unfolding network that jointly models atmospheric scattering and image scenes, effectively integrating physical knowledge into deep networks to restore haze-contaminated details. Additionally, we propose the first RID-oriented iterative mean-teacher framework, termed the Coherence-based Label ","authors_text":"Chengyu Fang, Chunming He, Fengyang Xiao, Kai Li, Longxiang Tang, Xiu Li, Yuelin Zhang, Yulun Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-06-12T07:44:22Z","title":"Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.07966","kind":"arxiv","version":6},"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:d5bf4ba00e3bd2312f08922a9fa7de6c2d2e2b06f4bc7f1cfcb44c32701ec73a","target":"record","created_at":"2026-07-05T10:49:06Z","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":"da2b620c547db27e7e86a888a2395dda1f92b7db177d66036579b5fb90494b09","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-06-12T07:44:22Z","title_canon_sha256":"4478d5068bbb7c0ffb89a8ac0ba52ad734b9af549c585c832b4b8fd6dbc0b12c"},"schema_version":"1.0","source":{"id":"2406.07966","kind":"arxiv","version":6}},"canonical_sha256":"cd9f4055937c1e21623258a720442101dbdf4349d2ae4e9b86015a9cd635c950","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cd9f4055937c1e21623258a720442101dbdf4349d2ae4e9b86015a9cd635c950","first_computed_at":"2026-07-05T10:49:06.676402Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:49:06.676402Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aNs1mlPUyilgjXVcH6h9BWhSI1miq0Xe6bf8zk331jPDkuOLTD9Eh9AysmktnkrlhhIM7y0RBv+Mj/D0zPVEBg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:49:06.677004Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.07966","source_kind":"arxiv","source_version":6}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d5bf4ba00e3bd2312f08922a9fa7de6c2d2e2b06f4bc7f1cfcb44c32701ec73a","sha256:d6d4a97bbc66100ae888fac16145ebccaacb99bc7140248169e71bfc22277244"],"state_sha256":"523cb4e5ad25a43b7358220f29739fc2f695b6d686ab236f3744c2debe6e7f2b"}