{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:VS62SXTRLEXIZUWUE47YXIB7OL","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":"d332c5782664979b9f3128ec70e5e3f8bb3ec122832f95286b3091c3ca999d7d","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2017-08-30T01:07:18Z","title_canon_sha256":"c0d3fd466de811b573ba6adc19074c190e4542d470942bd99f2efad106c1eaec"},"schema_version":"1.0","source":{"id":"1708.09072","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1708.09072","created_at":"2026-05-18T00:36:21Z"},{"alias_kind":"arxiv_version","alias_value":"1708.09072v1","created_at":"2026-05-18T00:36:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1708.09072","created_at":"2026-05-18T00:36:21Z"},{"alias_kind":"pith_short_12","alias_value":"VS62SXTRLEXI","created_at":"2026-05-18T12:31:49Z"},{"alias_kind":"pith_short_16","alias_value":"VS62SXTRLEXIZUWU","created_at":"2026-05-18T12:31:49Z"},{"alias_kind":"pith_short_8","alias_value":"VS62SXTR","created_at":"2026-05-18T12:31:49Z"}],"graph_snapshots":[{"event_id":"sha256:d57457397736c483355df6036e923f9da1463632197d4d98b64daee9e9f610d2","target":"graph","created_at":"2026-05-18T00:36:21Z","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":"This paper presents a constructive algorithm that achieves successful one-shot learning of hidden spike-patterns in a competitive detection task. It has previously been shown (Masquelier et al., 2008) that spike-timing-dependent plasticity (STDP) and lateral inhibition can result in neurons competitively tuned to repeating spike-patterns concealed in high rates of overall presynaptic activity. One-shot construction of neurons with synapse weights calculated as estimates of converged STDP outcomes results in immediate selective detection of hidden spike-patterns. The capability of continual lea","authors_text":"Steven Grainger, Tien-Fu Lu, Toby Lightheart","cross_cats":["cs.CV","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2017-08-30T01:07:18Z","title":"Continual One-Shot Learning of Hidden Spike-Patterns with Neural Network Simulation Expansion and STDP Convergence Predictions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1708.09072","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":"sha256:8d0d5f483979d0bea7268ca784f86ecb448f374325a62b67678db1369c5fe7c0","target":"record","created_at":"2026-05-18T00:36:21Z","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":"d332c5782664979b9f3128ec70e5e3f8bb3ec122832f95286b3091c3ca999d7d","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2017-08-30T01:07:18Z","title_canon_sha256":"c0d3fd466de811b573ba6adc19074c190e4542d470942bd99f2efad106c1eaec"},"schema_version":"1.0","source":{"id":"1708.09072","kind":"arxiv","version":1}},"canonical_sha256":"acbda95e71592e8cd2d4273f8ba03f72c7d9cb7cb591bde2a7c955d3c664136d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"acbda95e71592e8cd2d4273f8ba03f72c7d9cb7cb591bde2a7c955d3c664136d","first_computed_at":"2026-05-18T00:36:21.099827Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:36:21.099827Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WLWrvymjjweH2ck9oAKFo0pv8Wm73NedTH1ubVzDVJOZcx/B2UgilJrS44CR2fuhtKkw7MOFyx39BbvN4HGyBw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:36:21.100534Z","signed_message":"canonical_sha256_bytes"},"source_id":"1708.09072","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8d0d5f483979d0bea7268ca784f86ecb448f374325a62b67678db1369c5fe7c0","sha256:d57457397736c483355df6036e923f9da1463632197d4d98b64daee9e9f610d2"],"state_sha256":"0df17b3ca690dcfbdcc7e41651ce77266f8ef384821fa07b01e6c6d9995bb027"}