{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:35FKINSZJLYJ7R6ZTFVC5C53AB","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":"a63aecf42d51fabc713e8778ed9bfc9445658fb217d21d40396be6b1de22d569","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2014-11-12T15:47:56Z","title_canon_sha256":"0d8c3012f8c844163750ebd55fd5fe9d938ff4e5fc41677fb7117d1550434568"},"schema_version":"1.0","source":{"id":"1411.3191","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1411.3191","created_at":"2026-05-18T01:36:48Z"},{"alias_kind":"arxiv_version","alias_value":"1411.3191v2","created_at":"2026-05-18T01:36:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1411.3191","created_at":"2026-05-18T01:36:48Z"},{"alias_kind":"pith_short_12","alias_value":"35FKINSZJLYJ","created_at":"2026-05-18T12:28:11Z"},{"alias_kind":"pith_short_16","alias_value":"35FKINSZJLYJ7R6Z","created_at":"2026-05-18T12:28:11Z"},{"alias_kind":"pith_short_8","alias_value":"35FKINSZ","created_at":"2026-05-18T12:28:11Z"}],"graph_snapshots":[{"event_id":"sha256:c163bf787bfdd4c74a85adc10fb74f8e08e24bbf6a80c0cff38859b307084ff7","target":"graph","created_at":"2026-05-18T01:36:48Z","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"},"paper":{"abstract_excerpt":"While spike timing has been shown to carry detailed stimulus information at the sensory periphery, its possible role in network computation is less clear. Most models of computation by neural networks are based on population firing rates. In equivalent spiking implementations, firing is assumed to be random such that averaging across populations of neurons recovers the rate-based approach. Recently, however, Den\\'eve and colleagues have suggested that the spiking behavior of neurons may be fundamental to how neuronal networks compute, with precise spike timing determined by each neuron's contr","authors_text":"Adrienne L. Fairhall, Eric T. Shea-Brown, Michael A. Schwemmer, Sophie Den\\'eve","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2014-11-12T15:47:56Z","title":"Constructing precisely computing networks with biophysical spiking neurons"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1411.3191","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":"sha256:27d82f6eb62dbd502db9b2b034ac5a37f7e41138967ea0d56361f008435d0322","target":"record","created_at":"2026-05-18T01:36:48Z","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":"a63aecf42d51fabc713e8778ed9bfc9445658fb217d21d40396be6b1de22d569","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2014-11-12T15:47:56Z","title_canon_sha256":"0d8c3012f8c844163750ebd55fd5fe9d938ff4e5fc41677fb7117d1550434568"},"schema_version":"1.0","source":{"id":"1411.3191","kind":"arxiv","version":2}},"canonical_sha256":"df4aa436594af09fc7d9996a2e8bbb00440edb929bd1c5510bf03c3b0bfdb39b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"df4aa436594af09fc7d9996a2e8bbb00440edb929bd1c5510bf03c3b0bfdb39b","first_computed_at":"2026-05-18T01:36:48.198920Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:36:48.198920Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pf73qvikax4yD46Zpq8z8z8zLNU/RdjeycvU89D85VgldZQ+7aEBr3o9mjjF5i1stfDMW0zwGJ45TYVupS9CBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T01:36:48.199630Z","signed_message":"canonical_sha256_bytes"},"source_id":"1411.3191","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:27d82f6eb62dbd502db9b2b034ac5a37f7e41138967ea0d56361f008435d0322","sha256:c163bf787bfdd4c74a85adc10fb74f8e08e24bbf6a80c0cff38859b307084ff7"],"state_sha256":"850d8974ac41527f0710424874181be5f9af706cda978e3bfb0b5b9f7de16911"}