{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:JYP73HECBZOM7RW6NBGX36Q3HM","short_pith_number":"pith:JYP73HEC","canonical_record":{"source":{"id":"2408.14811","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-08-27T06:49:50Z","cross_cats_sorted":[],"title_canon_sha256":"e36658a7287f3cad8ca6ee7e9049f16153f793648bb84117094c1c77adc70581","abstract_canon_sha256":"b75da74c6196e4828937053408e4ba4e1e55f70658f8d526e765b660270dde51"},"schema_version":"1.0"},"canonical_sha256":"4e1ffd9c820e5ccfc6de684d7dfa1b3b2afe01053788d83ace29a905f84a45aa","source":{"kind":"arxiv","id":"2408.14811","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.14811","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"arxiv_version","alias_value":"2408.14811v1","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.14811","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"pith_short_12","alias_value":"JYP73HECBZOM","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"pith_short_16","alias_value":"JYP73HECBZOM7RW6","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"pith_short_8","alias_value":"JYP73HEC","created_at":"2026-07-05T08:59:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:JYP73HECBZOM7RW6NBGX36Q3HM","target":"record","payload":{"canonical_record":{"source":{"id":"2408.14811","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-08-27T06:49:50Z","cross_cats_sorted":[],"title_canon_sha256":"e36658a7287f3cad8ca6ee7e9049f16153f793648bb84117094c1c77adc70581","abstract_canon_sha256":"b75da74c6196e4828937053408e4ba4e1e55f70658f8d526e765b660270dde51"},"schema_version":"1.0"},"canonical_sha256":"4e1ffd9c820e5ccfc6de684d7dfa1b3b2afe01053788d83ace29a905f84a45aa","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:59:39.256587Z","signature_b64":"lVp7TiljITGLoTLypSvk20iejL3/PIt4cdD6S8nxZPtC8QuseSCmHXsPGSPsZVuJVq1ToVX8WfH4uQJ6ymasDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4e1ffd9c820e5ccfc6de684d7dfa1b3b2afe01053788d83ace29a905f84a45aa","last_reissued_at":"2026-07-05T08:59:39.256024Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:59:39.256024Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2408.14811","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:59:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CWCjU8pQHcEvsjz6JISARCgKFMDn9N01RZR9T422WkRqyscKBzK6Jn5dKlW7kiXP5eUxGxfxuL1LN3CMJUmlCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T10:43:54.658709Z"},"content_sha256":"3b21d3beb50d5740ba97b65dc1cc842ef7b8a379108a14b540b5e59da8620257","schema_version":"1.0","event_id":"sha256:3b21d3beb50d5740ba97b65dc1cc842ef7b8a379108a14b540b5e59da8620257"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:JYP73HECBZOM7RW6NBGX36Q3HM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Brain-inspired Artificial Intelligence: A Comprehensive Review","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Feng Xia, Jing Ren","submitted_at":"2024-08-27T06:49:50Z","abstract_excerpt":"Current artificial intelligence (AI) models often focus on enhancing performance through meticulous parameter tuning and optimization techniques. However, the fundamental design principles behind these models receive comparatively less attention, which can limit our understanding of their potential and constraints. This comprehensive review explores the diverse design inspirations that have shaped modern AI models, i.e., brain-inspired artificial intelligence (BIAI). We present a classification framework that categorizes BIAI approaches into physical structure-inspired and human behavior-inspi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.14811","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/2408.14811/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:59:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3Di3W3jxyghI7jols7OrvGBBWCtdVj0zkkCFRBduGXFXpsv5awbiL/qlJd0GYhRUgoCAT3aC8FVR7qOH6oLgBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T10:43:54.659115Z"},"content_sha256":"7b947d4b3115a3ab685b966694ce7cb2f6e38ffcd9269a287c642bf006c9d155","schema_version":"1.0","event_id":"sha256:7b947d4b3115a3ab685b966694ce7cb2f6e38ffcd9269a287c642bf006c9d155"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JYP73HECBZOM7RW6NBGX36Q3HM/bundle.json","state_url":"https://pith.science/pith/JYP73HECBZOM7RW6NBGX36Q3HM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JYP73HECBZOM7RW6NBGX36Q3HM/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-07T10:43:54Z","links":{"resolver":"https://pith.science/pith/JYP73HECBZOM7RW6NBGX36Q3HM","bundle":"https://pith.science/pith/JYP73HECBZOM7RW6NBGX36Q3HM/bundle.json","state":"https://pith.science/pith/JYP73HECBZOM7RW6NBGX36Q3HM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JYP73HECBZOM7RW6NBGX36Q3HM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:JYP73HECBZOM7RW6NBGX36Q3HM","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":"b75da74c6196e4828937053408e4ba4e1e55f70658f8d526e765b660270dde51","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-08-27T06:49:50Z","title_canon_sha256":"e36658a7287f3cad8ca6ee7e9049f16153f793648bb84117094c1c77adc70581"},"schema_version":"1.0","source":{"id":"2408.14811","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.14811","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"arxiv_version","alias_value":"2408.14811v1","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.14811","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"pith_short_12","alias_value":"JYP73HECBZOM","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"pith_short_16","alias_value":"JYP73HECBZOM7RW6","created_at":"2026-07-05T08:59:39Z"},{"alias_kind":"pith_short_8","alias_value":"JYP73HEC","created_at":"2026-07-05T08:59:39Z"}],"graph_snapshots":[{"event_id":"sha256:7b947d4b3115a3ab685b966694ce7cb2f6e38ffcd9269a287c642bf006c9d155","target":"graph","created_at":"2026-07-05T08:59:39Z","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/2408.14811/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Current artificial intelligence (AI) models often focus on enhancing performance through meticulous parameter tuning and optimization techniques. However, the fundamental design principles behind these models receive comparatively less attention, which can limit our understanding of their potential and constraints. This comprehensive review explores the diverse design inspirations that have shaped modern AI models, i.e., brain-inspired artificial intelligence (BIAI). We present a classification framework that categorizes BIAI approaches into physical structure-inspired and human behavior-inspi","authors_text":"Feng Xia, Jing Ren","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-08-27T06:49:50Z","title":"Brain-inspired Artificial Intelligence: A Comprehensive Review"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.14811","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":"sha256:3b21d3beb50d5740ba97b65dc1cc842ef7b8a379108a14b540b5e59da8620257","target":"record","created_at":"2026-07-05T08:59:39Z","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":"b75da74c6196e4828937053408e4ba4e1e55f70658f8d526e765b660270dde51","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-08-27T06:49:50Z","title_canon_sha256":"e36658a7287f3cad8ca6ee7e9049f16153f793648bb84117094c1c77adc70581"},"schema_version":"1.0","source":{"id":"2408.14811","kind":"arxiv","version":1}},"canonical_sha256":"4e1ffd9c820e5ccfc6de684d7dfa1b3b2afe01053788d83ace29a905f84a45aa","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4e1ffd9c820e5ccfc6de684d7dfa1b3b2afe01053788d83ace29a905f84a45aa","first_computed_at":"2026-07-05T08:59:39.256024Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:59:39.256024Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lVp7TiljITGLoTLypSvk20iejL3/PIt4cdD6S8nxZPtC8QuseSCmHXsPGSPsZVuJVq1ToVX8WfH4uQJ6ymasDA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:59:39.256587Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.14811","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3b21d3beb50d5740ba97b65dc1cc842ef7b8a379108a14b540b5e59da8620257","sha256:7b947d4b3115a3ab685b966694ce7cb2f6e38ffcd9269a287c642bf006c9d155"],"state_sha256":"af2408adbe2072d6effe547fa2fc7c4ad85c11335067c57798e73b834fa33e78"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"d7AOBH9EH6B+I64ISwLvHANfD3QE74lbVZimiCwNC96yQk2PkdQWjJvxrFXnqf0HmWRDamoKCpXiaZxaC4aBCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T10:43:54.661153Z","bundle_sha256":"3e6a13f8d6fddfb4d4a979954e16d13b8d9860acea8cc0d567dbf62803b0c9c3"}}