{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:YI4JBSX32PXKSIN2CZ77MP3L4J","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":"11839a2794628e60812884bd3dbb5ce3504107f944704602fcfc6fc06ef6ef1a","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-01-30T03:42:13Z","title_canon_sha256":"05002982a10f3c8e6ec5699521a17536200273746ac15be7be2508827d04ec02"},"schema_version":"1.0","source":{"id":"2301.12637","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2301.12637","created_at":"2026-07-05T05:36:56Z"},{"alias_kind":"arxiv_version","alias_value":"2301.12637v1","created_at":"2026-07-05T05:36:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2301.12637","created_at":"2026-07-05T05:36:56Z"},{"alias_kind":"pith_short_12","alias_value":"YI4JBSX32PXK","created_at":"2026-07-05T05:36:56Z"},{"alias_kind":"pith_short_16","alias_value":"YI4JBSX32PXKSIN2","created_at":"2026-07-05T05:36:56Z"},{"alias_kind":"pith_short_8","alias_value":"YI4JBSX3","created_at":"2026-07-05T05:36:56Z"}],"graph_snapshots":[{"event_id":"sha256:acde895cb3a35844c27384bea8c60ef5c30635b55a83c4188a8d6becce1024b5","target":"graph","created_at":"2026-07-05T05:36:56Z","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/2301.12637/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The majority of computer vision algorithms fail to find higher-order (abstract) patterns in an image so are not robust against adversarial attacks, unlike human lateralized vision. Deep learning considers each input pixel in a homogeneous manner such that different parts of a ``locality-sensitive hashing table'' are often not connected, meaning higher-order patterns are not discovered. Hence these systems are not robust against noisy, irrelevant, and redundant data, resulting in the wrong prediction being made with high confidence. Conversely, vertebrate brains afford heterogeneous knowledge r","authors_text":"Abubakar Siddique, Gina M. Grimshaw, Will N. Browne","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-01-30T03:42:13Z","title":"Lateralized Learning for Multi-Class Visual Classification Tasks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2301.12637","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:a67fb6f5f9321488685b9982b69058e858f948b4c5a02a014cc76838b418084b","target":"record","created_at":"2026-07-05T05:36:56Z","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":"11839a2794628e60812884bd3dbb5ce3504107f944704602fcfc6fc06ef6ef1a","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-01-30T03:42:13Z","title_canon_sha256":"05002982a10f3c8e6ec5699521a17536200273746ac15be7be2508827d04ec02"},"schema_version":"1.0","source":{"id":"2301.12637","kind":"arxiv","version":1}},"canonical_sha256":"c23890cafbd3eea921ba167ff63f6be2794c9ed31cbf7c4de5b37fd9024dde12","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c23890cafbd3eea921ba167ff63f6be2794c9ed31cbf7c4de5b37fd9024dde12","first_computed_at":"2026-07-05T05:36:56.039091Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:36:56.039091Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"02QRCy3X8Mv3Fvzo+hPv/87kJ4/UxIdwQdwjPPHYa6quNIlu5HXptBWJop0H/6uq/WeU1YbQo50sb9oKuaddCw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:36:56.039516Z","signed_message":"canonical_sha256_bytes"},"source_id":"2301.12637","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a67fb6f5f9321488685b9982b69058e858f948b4c5a02a014cc76838b418084b","sha256:acde895cb3a35844c27384bea8c60ef5c30635b55a83c4188a8d6becce1024b5"],"state_sha256":"c8b12386e4189c6690cf70c609e1113afe1642388cfc18e6300c00adc6ddc08b"}