{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:Z72ZJZQX7CDC4PVTX3CNJSIJH4","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":"18874e96fc3b912e3fdfdbcacd1444603dd26a16afc59e72e964febe7e09e734","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2017-12-22T19:30:51Z","title_canon_sha256":"415fd09de842df6762b95c2100dbcd0c8e9c354cc315dfdd84b1c30d9f247e61"},"schema_version":"1.0","source":{"id":"1712.09331","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1712.09331","created_at":"2026-05-18T00:27:08Z"},{"alias_kind":"arxiv_version","alias_value":"1712.09331v1","created_at":"2026-05-18T00:27:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1712.09331","created_at":"2026-05-18T00:27:08Z"},{"alias_kind":"pith_short_12","alias_value":"Z72ZJZQX7CDC","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_16","alias_value":"Z72ZJZQX7CDC4PVT","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_8","alias_value":"Z72ZJZQX","created_at":"2026-05-18T12:31:59Z"}],"graph_snapshots":[{"event_id":"sha256:57d26574081fa0a39218a577b2e4106940f9bbd4e2dc60225268d2d684d191b3","target":"graph","created_at":"2026-05-18T00:27:08Z","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"},"paper":{"abstract_excerpt":"We propose that a general learning system should have three kinds of agents corresponding to sensory, short-term, and long-term memory that implicitly will facilitate context-free and context-sensitive aspects of learning. These three agents perform mututally complementary functions that capture aspects of the human cognition system. We investigate the use of CC1 and CC4 networks for use as models of short-term and sensory memory.","authors_text":"Subhash Kak","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2017-12-22T19:30:51Z","title":"Learning Based on CC1 and CC4 Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1712.09331","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:d71e39746b69c3bcc15f690cb0aff949c2d93221a88ec39aa1810c01f6944b33","target":"record","created_at":"2026-05-18T00:27:08Z","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":"18874e96fc3b912e3fdfdbcacd1444603dd26a16afc59e72e964febe7e09e734","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2017-12-22T19:30:51Z","title_canon_sha256":"415fd09de842df6762b95c2100dbcd0c8e9c354cc315dfdd84b1c30d9f247e61"},"schema_version":"1.0","source":{"id":"1712.09331","kind":"arxiv","version":1}},"canonical_sha256":"cff594e617f8862e3eb3bec4d4c9093f3f6e06276637662e080c24d1ecb132c0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cff594e617f8862e3eb3bec4d4c9093f3f6e06276637662e080c24d1ecb132c0","first_computed_at":"2026-05-18T00:27:08.758156Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:27:08.758156Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9mWKqumBZYleZ63EXINXaqTpsdRxF9y0kvMQ3qv/mGqwowvIy6cKNqgctOdPuaw2pOc4vMnoPb1mdbHMAOFjBw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:27:08.758778Z","signed_message":"canonical_sha256_bytes"},"source_id":"1712.09331","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d71e39746b69c3bcc15f690cb0aff949c2d93221a88ec39aa1810c01f6944b33","sha256:57d26574081fa0a39218a577b2e4106940f9bbd4e2dc60225268d2d684d191b3"],"state_sha256":"9332b2f32fa0faecb29dd592a3426727af798f4bcd7049602c72d81430b0b4a5"}