{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:2TPNATFQDQO3NR76NOEQMI7TLU","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":"4e7459e234f72c94f3332c60c3bb79c263f1c7f47ff48f499bf0499dab6cd430","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2025-08-19T15:06:59Z","title_canon_sha256":"c1b13eb4bd5cbf27d29c914ee08e993c9ae7b301a89788767b70254dca281a7c"},"schema_version":"1.0","source":{"id":"2508.13907","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.13907","created_at":"2026-07-05T11:56:09Z"},{"alias_kind":"arxiv_version","alias_value":"2508.13907v1","created_at":"2026-07-05T11:56:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.13907","created_at":"2026-07-05T11:56:09Z"},{"alias_kind":"pith_short_12","alias_value":"2TPNATFQDQO3","created_at":"2026-07-05T11:56:09Z"},{"alias_kind":"pith_short_16","alias_value":"2TPNATFQDQO3NR76","created_at":"2026-07-05T11:56:09Z"},{"alias_kind":"pith_short_8","alias_value":"2TPNATFQ","created_at":"2026-07-05T11:56:09Z"}],"graph_snapshots":[{"event_id":"sha256:3f404b9bf6e2876f917da3a589feb9ce6f011810f5ea7fb51d90d077dc35f66f","target":"graph","created_at":"2026-07-05T11:56:09Z","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/2508.13907/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Machine vision systems are susceptible to laser flare, where unwanted intense laser illumination blinds and distorts its perception of the environment through oversaturation or permanent damage to sensor pixels. We introduce NeuSee, the first computational imaging framework for high-fidelity sensor protection across the full visible spectrum. It jointly learns a neural representation of a diffractive optical element (DOE) and a frequency-space Mamba-GAN network for image restoration. NeuSee system is adversarially trained end-to-end on 100K unique images to suppress the peak laser irradiance a","authors_text":"Abbie Watnik, Erin Fleet, Grover Swartzlander, Heath Gemar, Kyle Novak, Xiaopeng Peng","cross_cats":["cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2025-08-19T15:06:59Z","title":"Learning to See Through Flare"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.13907","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":"sha256:6b4778ec83fbb1b3c492fe251315bd837d06b273e065e57311a024078d79e49f","target":"record","created_at":"2026-07-05T11:56:09Z","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":"4e7459e234f72c94f3332c60c3bb79c263f1c7f47ff48f499bf0499dab6cd430","cross_cats_sorted":["cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.IV","submitted_at":"2025-08-19T15:06:59Z","title_canon_sha256":"c1b13eb4bd5cbf27d29c914ee08e993c9ae7b301a89788767b70254dca281a7c"},"schema_version":"1.0","source":{"id":"2508.13907","kind":"arxiv","version":1}},"canonical_sha256":"d4ded04cb01c1db6c7fe6b890623f35d3c07198fc5c0acb8b8c818c229f902b4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d4ded04cb01c1db6c7fe6b890623f35d3c07198fc5c0acb8b8c818c229f902b4","first_computed_at":"2026-07-05T11:56:09.428178Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:56:09.428178Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Xn/+5IGDj9q3yCViigpBTmjCisFhQE31frRHDySBz0AW5L0YfQsnAeBw97r1WMUXtoBqIDaGhm9jLpREcDt0BA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:56:09.428690Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.13907","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6b4778ec83fbb1b3c492fe251315bd837d06b273e065e57311a024078d79e49f","sha256:3f404b9bf6e2876f917da3a589feb9ce6f011810f5ea7fb51d90d077dc35f66f"],"state_sha256":"34ce9e3cfb7c094e29d16b6a41f1b6e0ff2bf115c924b5ba69a16cf3b6f3abbf"}