{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:PSHHVUF4NL6WG4TGWIQHH7BFII","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":"7d7268f53f5696d511ca146afc7b3f84dfde7a90142756b2f23db6f67035c5d9","cross_cats_sorted":["eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-02T13:44:53Z","title_canon_sha256":"72d99cb3d7ac0b61fd1df7ec8a95a0a3e532bc57f1799a31bf5d9b5a0d9afdcf"},"schema_version":"1.0","source":{"id":"2412.01493","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.01493","created_at":"2026-07-05T11:26:45Z"},{"alias_kind":"arxiv_version","alias_value":"2412.01493v2","created_at":"2026-07-05T11:26:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.01493","created_at":"2026-07-05T11:26:45Z"},{"alias_kind":"pith_short_12","alias_value":"PSHHVUF4NL6W","created_at":"2026-07-05T11:26:45Z"},{"alias_kind":"pith_short_16","alias_value":"PSHHVUF4NL6WG4TG","created_at":"2026-07-05T11:26:45Z"},{"alias_kind":"pith_short_8","alias_value":"PSHHVUF4","created_at":"2026-07-05T11:26:45Z"}],"graph_snapshots":[{"event_id":"sha256:d76f72319c284e1352e9a3a5cc0abf7aef83ecc2f594da9d1e9625a7e19d0638","target":"graph","created_at":"2026-07-05T11:26:45Z","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/2412.01493/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Learning lighting adaptation is a crucial step in achieving good visual perception and supporting downstream vision tasks. Current research often addresses individual light-related challenges, such as high dynamic range imaging and exposure correction, in isolation. However, we identify shared fundamental properties across these tasks: i) different color channels have different light properties, and ii) the channel differences reflected in the spatial and frequency domains are different. Leveraging these insights, we introduce the channel-aware Learning Adaptive Lighting Network (LALNet), a mu","authors_text":"Bo Li, Hao Zhang, Huanjing Yue, Jingyu Yang, Jinwei Chen, Peng-Tao Jiang, Qirui Yang","cross_cats":["eess.IV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-02T13:44:53Z","title":"Learning Adaptive Lighting via Channel-Aware Guidance"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.01493","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:f05523ace6e22bba93759167504ee7cec5de4b82238827e19cfa205dd9a57e1b","target":"record","created_at":"2026-07-05T11:26:45Z","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":"7d7268f53f5696d511ca146afc7b3f84dfde7a90142756b2f23db6f67035c5d9","cross_cats_sorted":["eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-02T13:44:53Z","title_canon_sha256":"72d99cb3d7ac0b61fd1df7ec8a95a0a3e532bc57f1799a31bf5d9b5a0d9afdcf"},"schema_version":"1.0","source":{"id":"2412.01493","kind":"arxiv","version":2}},"canonical_sha256":"7c8e7ad0bc6afd637266b22073fc25420f955e5fa1f4455bb44ac3b7a7d865fe","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7c8e7ad0bc6afd637266b22073fc25420f955e5fa1f4455bb44ac3b7a7d865fe","first_computed_at":"2026-07-05T11:26:45.297816Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:26:45.297816Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qul9uypjaTW0i1wpV0khvCe1zrh/7WlsTaUm/bVmCxJ5Ihk5J8pF2i7nCHxB+BTB4PwQwGwPOx+sgzBdsFU2Dw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:26:45.298337Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.01493","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f05523ace6e22bba93759167504ee7cec5de4b82238827e19cfa205dd9a57e1b","sha256:d76f72319c284e1352e9a3a5cc0abf7aef83ecc2f594da9d1e9625a7e19d0638"],"state_sha256":"35111e2d5c4afd031f991297c1e623497afe94cd946d15814c37d02289aeaf93"}