{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:SAMNIYVAYXW3UVYYW4BBL6VLTD","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":"c252d492855c99c53ed46dc9e40342d47f602ec065aa7ea42a20faf8632fb6bb","cross_cats_sorted":["cs.AI","cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.NE","submitted_at":"2026-05-19T05:21:45Z","title_canon_sha256":"2c28a86a54cdadf600c1b95e0e9d2ff1c46871d98b2ed0b1074c4025b075ad29"},"schema_version":"1.0","source":{"id":"2605.30370","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.30370","created_at":"2026-06-01T00:02:07Z"},{"alias_kind":"arxiv_version","alias_value":"2605.30370v1","created_at":"2026-06-01T00:02:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.30370","created_at":"2026-06-01T00:02:07Z"},{"alias_kind":"pith_short_12","alias_value":"SAMNIYVAYXW3","created_at":"2026-06-01T00:02:07Z"},{"alias_kind":"pith_short_16","alias_value":"SAMNIYVAYXW3UVYY","created_at":"2026-06-01T00:02:07Z"},{"alias_kind":"pith_short_8","alias_value":"SAMNIYVA","created_at":"2026-06-01T00:02:07Z"}],"graph_snapshots":[{"event_id":"sha256:305d6c48360f4661364598f26b31eb18f37a488f7943d030b88af5c32758c2c5","target":"graph","created_at":"2026-06-01T00:02:07Z","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/2605.30370/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"From their inception in the 1950s, artificial neural networks (ANNs) started using the so-called point neuron model then prevalent in neuroscience, hoping that this analogy would allow for a better emulation of brain function. Over the years the neuroscience literature has shown that the point neuron model is too simplistic to properly represent many fundamental neural processes; however, the standard neuron model in ANNs still remains the same. Here we substitute it by a very recent model of cortical cells and demonstrate through theoretical analyses and experimental results how, simply by us","authors_text":"Erik Velasco-Salido, Jorge H. Mart\\'inez, Marcelo Bertalm\\'io, Ramsses De Los Santos Mendoza, Raul Mohedano, Stacey Levine, Thomas Batard","cross_cats":["cs.AI","cs.CV","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.NE","submitted_at":"2026-05-19T05:21:45Z","title":"Updating the standard neuron model in artificial neural networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.30370","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":"sha256:0408fb298fa6210983096b61c54983b81d02173c3f714bfba0655316c3e4fc7c","target":"record","created_at":"2026-06-01T00:02:07Z","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":"c252d492855c99c53ed46dc9e40342d47f602ec065aa7ea42a20faf8632fb6bb","cross_cats_sorted":["cs.AI","cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.NE","submitted_at":"2026-05-19T05:21:45Z","title_canon_sha256":"2c28a86a54cdadf600c1b95e0e9d2ff1c46871d98b2ed0b1074c4025b075ad29"},"schema_version":"1.0","source":{"id":"2605.30370","kind":"arxiv","version":1}},"canonical_sha256":"9018d462a0c5edba5718b70215faab98de99f4749d002fdcf5496863ccaa7d05","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9018d462a0c5edba5718b70215faab98de99f4749d002fdcf5496863ccaa7d05","first_computed_at":"2026-06-01T00:02:07.811118Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-01T00:02:07.811118Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ra73Oo3/KLGF+yuTLkKk4FSY4qWLL/HiBMLq+JIthQwgzomF0/6HGIccStB8V/0ZYSgz4hg51lgtSsIR+vdcCQ==","signature_status":"signed_v1","signed_at":"2026-06-01T00:02:07.812113Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.30370","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0408fb298fa6210983096b61c54983b81d02173c3f714bfba0655316c3e4fc7c","sha256:305d6c48360f4661364598f26b31eb18f37a488f7943d030b88af5c32758c2c5"],"state_sha256":"6a878c13e8dd8d483b051ef817ee11540b54b64fe31b52252598d19a83bc5665"}