{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2003:JYIQA2IKKUYS43KVUNDR2AQP6L","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":"5f3a19b8ab3e2cf4bb55e1bbcc85592b84b8ed56f41a097390820b94eb756f1f","cross_cats_sorted":[],"license":"","primary_cat":"q-bio.NC","submitted_at":"2003-12-31T21:47:22Z","title_canon_sha256":"9e8d2cfec14b7a3dc2d56eb923149f38e8d6ebaf1ffd1fac0d131cfb2a809c13"},"schema_version":"1.0","source":{"id":"q-bio/0401001","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"q-bio/0401001","created_at":"2026-07-04T14:45:08Z"},{"alias_kind":"arxiv_version","alias_value":"q-bio/0401001v1","created_at":"2026-07-04T14:45:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.q-bio/0401001","created_at":"2026-07-04T14:45:08Z"},{"alias_kind":"pith_short_12","alias_value":"JYIQA2IKKUYS","created_at":"2026-07-04T14:45:08Z"},{"alias_kind":"pith_short_16","alias_value":"JYIQA2IKKUYS43KV","created_at":"2026-07-04T14:45:08Z"},{"alias_kind":"pith_short_8","alias_value":"JYIQA2IK","created_at":"2026-07-04T14:45:08Z"}],"graph_snapshots":[{"event_id":"sha256:0834efdf0c082237942b5b23023ce6c34db656602c1af598f4521cfaabbd9cda","target":"graph","created_at":"2026-07-04T14:45:08Z","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/q-bio/0401001/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Artificial spike-based computation, inspired by models of computation in the central nervous system, may present significant performance advantages over traditional methods for specific types of large scale problems. This paper describes very simple network architectures for k-winners-take-all and soft-winner-take-all computation using neural oscillators. Fast convergence is achieved from arbitrary initial conditions, which makes the networks particularly suitable to track time-varying inputs.","authors_text":"Jean-Jacques E. Slotine, Wei Wang","cross_cats":[],"headline":"","license":"","primary_cat":"q-bio.NC","submitted_at":"2003-12-31T21:47:22Z","title":"K-Winners-Take-All Computation with Neural Oscillators"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"q-bio/0401001","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":"sha256:5725f876d533da3dbe8ab625da4e964eb8cf98983e5147cf57b39232ebdbb9e9","target":"record","created_at":"2026-07-04T14:45:08Z","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":"5f3a19b8ab3e2cf4bb55e1bbcc85592b84b8ed56f41a097390820b94eb756f1f","cross_cats_sorted":[],"license":"","primary_cat":"q-bio.NC","submitted_at":"2003-12-31T21:47:22Z","title_canon_sha256":"9e8d2cfec14b7a3dc2d56eb923149f38e8d6ebaf1ffd1fac0d131cfb2a809c13"},"schema_version":"1.0","source":{"id":"q-bio/0401001","kind":"arxiv","version":1}},"canonical_sha256":"4e1100690a55312e6d55a3471d020ff2cf7b90c79bf5c4044e3e9b72ee214df7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4e1100690a55312e6d55a3471d020ff2cf7b90c79bf5c4044e3e9b72ee214df7","first_computed_at":"2026-07-04T14:45:08.538787Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-04T14:45:08.538787Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"eWQuXijA6A22Gu8pHEBnhmIMKCLwZ9sIXEXriRDwh/8noUmdW+agZyIKJh/z2OoHIMO9daJB++PgGcheDrk+Bg==","signature_status":"signed_v1","signed_at":"2026-07-04T14:45:08.539129Z","signed_message":"canonical_sha256_bytes"},"source_id":"q-bio/0401001","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5725f876d533da3dbe8ab625da4e964eb8cf98983e5147cf57b39232ebdbb9e9","sha256:0834efdf0c082237942b5b23023ce6c34db656602c1af598f4521cfaabbd9cda"],"state_sha256":"d741b2dbc45e78079220b85fcd76de940914cf87749141427cbf3d14a0998f09"}