{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:7SJFOZVG4L2AMH7PS4GAUFJIHH","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":"8beb9fe12be5fc7c3328d4ad34a947d2a49190a2b24f649938e1875bf0b57cd4","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-08-08T02:13:04Z","title_canon_sha256":"d382a3bb08ff621fe29e3aa559255edb653da3e42bd4bab2be9a94d241b306f7"},"schema_version":"1.0","source":{"id":"2308.03990","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.03990","created_at":"2026-07-05T06:39:20Z"},{"alias_kind":"arxiv_version","alias_value":"2308.03990v1","created_at":"2026-07-05T06:39:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.03990","created_at":"2026-07-05T06:39:20Z"},{"alias_kind":"pith_short_12","alias_value":"7SJFOZVG4L2A","created_at":"2026-07-05T06:39:20Z"},{"alias_kind":"pith_short_16","alias_value":"7SJFOZVG4L2AMH7P","created_at":"2026-07-05T06:39:20Z"},{"alias_kind":"pith_short_8","alias_value":"7SJFOZVG","created_at":"2026-07-05T06:39:20Z"}],"graph_snapshots":[{"event_id":"sha256:b11ed07349b545fad4d271ebdbe0073c717baccaef5f1f552abe35d1033c1c5c","target":"graph","created_at":"2026-07-05T06:39:20Z","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/2308.03990/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents the Never Ending Open Learning Adaptive Framework (NEOLAF), an integrated neural-symbolic cognitive architecture that models and constructs intelligent agents. The NEOLAF framework is a superior approach to constructing intelligent agents than both the pure connectionist and pure symbolic approaches due to its explainability, incremental learning, efficiency, collaborative and distributed learning, human-in-the-loop enablement, and self-improvement. The paper further presents a compelling experiment where a NEOLAF agent, built as a problem-solving agent, is fed with complex","authors_text":"Cassie Chen Cao, Feiyue Wang, Guodong Zhao, Jinsheng Pan, Julian Quevedo, Ray Wan, Richard Jiarui Tong, Robin Schmucker, Timothy Xueqian Lee, Xiangen Hu, Yu Lu","cross_cats":["cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-08-08T02:13:04Z","title":"NEOLAF, an LLM-powered neural-symbolic cognitive architecture"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.03990","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":"sha256:0d1d2ef29d7ce29ecc4c10ae6ef5a4382611b1d5c01747a7614ef87b3ad9664c","target":"record","created_at":"2026-07-05T06:39:20Z","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":"8beb9fe12be5fc7c3328d4ad34a947d2a49190a2b24f649938e1875bf0b57cd4","cross_cats_sorted":["cs.HC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-08-08T02:13:04Z","title_canon_sha256":"d382a3bb08ff621fe29e3aa559255edb653da3e42bd4bab2be9a94d241b306f7"},"schema_version":"1.0","source":{"id":"2308.03990","kind":"arxiv","version":1}},"canonical_sha256":"fc925766a6e2f4061fef970c0a152839f72ce5436bdb7f2d144354f92168b29b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fc925766a6e2f4061fef970c0a152839f72ce5436bdb7f2d144354f92168b29b","first_computed_at":"2026-07-05T06:39:20.507114Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:39:20.507114Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mArS5GN0ULu6m6Q2B2uCeNGVVi7B2ROmrt/MFZBx+2s8fCGznSbclmf5eDU7meq4szZYOPZm+ey/EHZjJ7sWDA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:39:20.507618Z","signed_message":"canonical_sha256_bytes"},"source_id":"2308.03990","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0d1d2ef29d7ce29ecc4c10ae6ef5a4382611b1d5c01747a7614ef87b3ad9664c","sha256:b11ed07349b545fad4d271ebdbe0073c717baccaef5f1f552abe35d1033c1c5c"],"state_sha256":"12ed92f2149bee2cb75f066b766416be1a7d109e5e32d18977b8322eb0cae7f6"}