{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:YYXY6TF5IVYZXNHBA2F3RVTZAF","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":"d6082fdcb293d1a74c45bc5998889419587dcc505ab5dac3ab5e0eadedfed839","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-06T12:54:20Z","title_canon_sha256":"757a26399f59cb4373978264dec9968fc90e70cc6c12c14f68b6e755984ecd6b"},"schema_version":"1.0","source":{"id":"2311.03071","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.03071","created_at":"2026-07-05T07:09:56Z"},{"alias_kind":"arxiv_version","alias_value":"2311.03071v2","created_at":"2026-07-05T07:09:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.03071","created_at":"2026-07-05T07:09:56Z"},{"alias_kind":"pith_short_12","alias_value":"YYXY6TF5IVYZ","created_at":"2026-07-05T07:09:56Z"},{"alias_kind":"pith_short_16","alias_value":"YYXY6TF5IVYZXNHB","created_at":"2026-07-05T07:09:56Z"},{"alias_kind":"pith_short_8","alias_value":"YYXY6TF5","created_at":"2026-07-05T07:09:56Z"}],"graph_snapshots":[{"event_id":"sha256:5cef40b66b870eb2b2ba601ec93cd5f4857f61246cad107b9057bb0ce597bf9b","target":"graph","created_at":"2026-07-05T07:09:56Z","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/2311.03071/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Designing an effective channel attention mechanism implores one to find a lossy-compression method allowing for optimal feature representation. Despite recent progress in the area, it remains an open problem. FcaNet, the current state-of-the-art channel attention mechanism, attempted to find such an information-rich compression using Discrete Cosine Transforms (DCTs). One drawback of FcaNet is that there is no natural choice of the DCT frequencies. To circumvent this issue, FcaNet experimented on ImageNet to find optimal frequencies. We hypothesize that the choice of frequency plays only a sup","authors_text":"Caleb Parks, Hadi Salman, John Gauch, Matthew Swan","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-06T12:54:20Z","title":"OrthoNets: Orthogonal Channel Attention Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.03071","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":"sha256:594955771f679ae9af55dd221d3e95dffa7a15e43b368995c67c38df755bee47","target":"record","created_at":"2026-07-05T07:09:56Z","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":"d6082fdcb293d1a74c45bc5998889419587dcc505ab5dac3ab5e0eadedfed839","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-06T12:54:20Z","title_canon_sha256":"757a26399f59cb4373978264dec9968fc90e70cc6c12c14f68b6e755984ecd6b"},"schema_version":"1.0","source":{"id":"2311.03071","kind":"arxiv","version":2}},"canonical_sha256":"c62f8f4cbd45719bb4e1068bb8d67901731f7cf57f268b63562d4abb2c11cd88","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c62f8f4cbd45719bb4e1068bb8d67901731f7cf57f268b63562d4abb2c11cd88","first_computed_at":"2026-07-05T07:09:56.535641Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:09:56.535641Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"p47Ka5ZAUDw/Gpjbuaf7KeQyiYc56qDIaN2Mlm2wGTOSw2yBre4pgLL4XXz/RJjfMbzFbPH5qzDjsO/0wZJQBg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:09:56.536130Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.03071","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:594955771f679ae9af55dd221d3e95dffa7a15e43b368995c67c38df755bee47","sha256:5cef40b66b870eb2b2ba601ec93cd5f4857f61246cad107b9057bb0ce597bf9b"],"state_sha256":"b90794807277e1706b4f0d146d8665e36924a232621982a5258255fe0207bba0"}