{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2002:53JWYI3V6PSZJ443EWDJAPFDIP","short_pith_number":"pith:53JWYI3V","schema_version":"1.0","canonical_sha256":"eed36c2375f3e594f39b2586903ca343fed49f7bd8123d872ce44a47e4016cd7","source":{"kind":"arxiv","id":"cond-mat/0202190","version":1},"attestation_state":"computed","paper":{"title":"Threshold Disorder as a Source of Diverse and Complex Behavior in Random Nets","license":"","headline":"","cross_cats":["cs.NE","q-bio.NC"],"primary_cat":"cond-mat.dis-nn","authors_text":"Chris Pershing, Henrik Bohr, Johann Rafelski, John W. Clark, Patrick C. McGuire, Robert Haschke","submitted_at":"2002-02-12T00:30:12Z","abstract_excerpt":"We study the diversity of complex spatio-temporal patterns in the behavior of random synchronous asymmetric neural networks (RSANNs). Special attention is given to the impact of disordered threshold values on limit-cycle diversity and limit-cycle complexity in RSANNs which have `normal' thresholds by default. Surprisingly, RSANNs exhibit only a small repertoire of rather complex limit-cycle patterns when all parameters are fixed. This repertoire of complex patterns is also rather stable with respect to small parameter changes. These two unexpected results may generalize to the study of other c"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"cond-mat/0202190","kind":"arxiv","version":1},"metadata":{"license":"","primary_cat":"cond-mat.dis-nn","submitted_at":"2002-02-12T00:30:12Z","cross_cats_sorted":["cs.NE","q-bio.NC"],"title_canon_sha256":"006aeca480c14a2ed2b30615eacd0b89c92288b40025e58eedcc11370af43d97","abstract_canon_sha256":"c6fb68921a230464dda9a35589678bf852e02100262f0246c55a75b2fc38fc39"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-04T14:18:58.754908Z","signature_b64":"GNZ22mDC9fbnBYfSmx3a4GPNUSAt/7CFSUmEt5PW+W3Fw3s6UQPp/SE4HtY11nmZeCIvbUwrRUqAKf3ErE6aDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"eed36c2375f3e594f39b2586903ca343fed49f7bd8123d872ce44a47e4016cd7","last_reissued_at":"2026-07-04T14:18:58.754475Z","signature_status":"signed_v1","first_computed_at":"2026-07-04T14:18:58.754475Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Threshold Disorder as a Source of Diverse and Complex Behavior in Random Nets","license":"","headline":"","cross_cats":["cs.NE","q-bio.NC"],"primary_cat":"cond-mat.dis-nn","authors_text":"Chris Pershing, Henrik Bohr, Johann Rafelski, John W. Clark, Patrick C. McGuire, Robert Haschke","submitted_at":"2002-02-12T00:30:12Z","abstract_excerpt":"We study the diversity of complex spatio-temporal patterns in the behavior of random synchronous asymmetric neural networks (RSANNs). Special attention is given to the impact of disordered threshold values on limit-cycle diversity and limit-cycle complexity in RSANNs which have `normal' thresholds by default. Surprisingly, RSANNs exhibit only a small repertoire of rather complex limit-cycle patterns when all parameters are fixed. This repertoire of complex patterns is also rather stable with respect to small parameter changes. These two unexpected results may generalize to the study of other c"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"cond-mat/0202190","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/cond-mat/0202190/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"cond-mat/0202190","created_at":"2026-07-04T14:18:58.754540+00:00"},{"alias_kind":"arxiv_version","alias_value":"cond-mat/0202190v1","created_at":"2026-07-04T14:18:58.754540+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.cond-mat/0202190","created_at":"2026-07-04T14:18:58.754540+00:00"},{"alias_kind":"pith_short_12","alias_value":"53JWYI3V6PSZ","created_at":"2026-07-04T14:18:58.754540+00:00"},{"alias_kind":"pith_short_16","alias_value":"53JWYI3V6PSZJ443","created_at":"2026-07-04T14:18:58.754540+00:00"},{"alias_kind":"pith_short_8","alias_value":"53JWYI3V","created_at":"2026-07-04T14:18:58.754540+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP","json":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP.json","graph_json":"https://pith.science/api/pith-number/53JWYI3V6PSZJ443EWDJAPFDIP/graph.json","events_json":"https://pith.science/api/pith-number/53JWYI3V6PSZJ443EWDJAPFDIP/events.json","paper":"https://pith.science/paper/53JWYI3V"},"agent_actions":{"view_html":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP","download_json":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP.json","view_paper":"https://pith.science/paper/53JWYI3V","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=cond-mat/0202190&json=true","fetch_graph":"https://pith.science/api/pith-number/53JWYI3V6PSZJ443EWDJAPFDIP/graph.json","fetch_events":"https://pith.science/api/pith-number/53JWYI3V6PSZJ443EWDJAPFDIP/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP/action/timestamp_anchor","attest_storage":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP/action/storage_attestation","attest_author":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP/action/author_attestation","sign_citation":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP/action/citation_signature","submit_replication":"https://pith.science/pith/53JWYI3V6PSZJ443EWDJAPFDIP/action/replication_record"}},"created_at":"2026-07-04T14:18:58.754540+00:00","updated_at":"2026-07-04T14:18:58.754540+00:00"}