{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:RZS7CUPFEW3HNKXTVOQ7LJ47R7","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":"2ec404f30ff14c9ea450331f99db46380bd05c1e8a47eb439308b4f5a812e3b1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-07T20:52:35Z","title_canon_sha256":"bde36332dff148c2dc93dcf66fefe8197c902b5de4ad20d485dd6fbc5f031912"},"schema_version":"1.0","source":{"id":"2606.08833","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.08833","created_at":"2026-06-09T02:07:42Z"},{"alias_kind":"arxiv_version","alias_value":"2606.08833v1","created_at":"2026-06-09T02:07:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.08833","created_at":"2026-06-09T02:07:42Z"},{"alias_kind":"pith_short_12","alias_value":"RZS7CUPFEW3H","created_at":"2026-06-09T02:07:42Z"},{"alias_kind":"pith_short_16","alias_value":"RZS7CUPFEW3HNKXT","created_at":"2026-06-09T02:07:42Z"},{"alias_kind":"pith_short_8","alias_value":"RZS7CUPF","created_at":"2026-06-09T02:07:42Z"}],"graph_snapshots":[{"event_id":"sha256:5440faab4d1859834a35bd40bbb3f24a58c97c3197e50d0c7d6cba4887306fd2","target":"graph","created_at":"2026-06-09T02:07:42Z","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/2606.08833/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We introduce Contrast Sensitive Flow (CSFlow), a weighting scheme that connects the human eye's Contrast Sensitivity Function (CSF) to the iterative denoising steps of flow matching. Because real-world images concentrate signal at low spatial frequencies, these components reach high signal-to-noise ratio earlier during continuous diffusion than high-frequency components. When generating images with diffusion or flow matching models, this induces a soft autoregressive structure in Fourier space, where coarse image content stabilizes before fine detail. Meanwhile, the human visual system is uneq","authors_text":"Bart Pogodzinski, Jan Eric Lenssen, Malgorzata Galinska","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-07T20:52:35Z","title":"CSFlow: Aligning Flow Matching with Human Contrast Sensitivity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.08833","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:fc0c63e59cf789d9593840bf0e6df97f4d4faa3eea80a06b568690ccee4b5032","target":"record","created_at":"2026-06-09T02:07:42Z","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":"2ec404f30ff14c9ea450331f99db46380bd05c1e8a47eb439308b4f5a812e3b1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-06-07T20:52:35Z","title_canon_sha256":"bde36332dff148c2dc93dcf66fefe8197c902b5de4ad20d485dd6fbc5f031912"},"schema_version":"1.0","source":{"id":"2606.08833","kind":"arxiv","version":1}},"canonical_sha256":"8e65f151e525b676aaf3aba1f5a79f8fc7ed6a7d09677484966de3636634d491","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8e65f151e525b676aaf3aba1f5a79f8fc7ed6a7d09677484966de3636634d491","first_computed_at":"2026-06-09T02:07:42.026368Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-09T02:07:42.026368Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"blE0zyopWn+SPKSajoPSvlDQTg04dQJnNJwdVJw4QkbgPjV4qPFZzfP8joN3ddXA6q9pf77EgAoLx6kIREsUAw==","signature_status":"signed_v1","signed_at":"2026-06-09T02:07:42.027395Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.08833","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fc0c63e59cf789d9593840bf0e6df97f4d4faa3eea80a06b568690ccee4b5032","sha256:5440faab4d1859834a35bd40bbb3f24a58c97c3197e50d0c7d6cba4887306fd2"],"state_sha256":"077f812ab58c28c69d7f4c2ef2fe2cb23f71bc7fb867c308d79f90b8b26dc673"}