{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:JSNMHYMNFEDEYOLQ2YEZDEGEIZ","short_pith_number":"pith:JSNMHYMN","canonical_record":{"source":{"id":"2503.07640","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-03-05T22:19:49Z","cross_cats_sorted":["cs.AI","q-bio.NC"],"title_canon_sha256":"f41fd2bd22298f837c59a069f73267711f6bb8b85acfd852cdf339249f7100a5","abstract_canon_sha256":"0d85e811904641af76d331c547efd7e488170c1de42cc77564a8e332f4d8eeb5"},"schema_version":"1.0"},"canonical_sha256":"4c9ac3e18d29064c3970d6099190c4467ce3d8a7269905f9a8481a95bd667cce","source":{"kind":"arxiv","id":"2503.07640","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.07640","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"arxiv_version","alias_value":"2503.07640v1","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.07640","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"pith_short_12","alias_value":"JSNMHYMNFEDE","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"pith_short_16","alias_value":"JSNMHYMNFEDEYOLQ","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"pith_short_8","alias_value":"JSNMHYMN","created_at":"2026-07-05T10:28:40Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:JSNMHYMNFEDEYOLQ2YEZDEGEIZ","target":"record","payload":{"canonical_record":{"source":{"id":"2503.07640","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-03-05T22:19:49Z","cross_cats_sorted":["cs.AI","q-bio.NC"],"title_canon_sha256":"f41fd2bd22298f837c59a069f73267711f6bb8b85acfd852cdf339249f7100a5","abstract_canon_sha256":"0d85e811904641af76d331c547efd7e488170c1de42cc77564a8e332f4d8eeb5"},"schema_version":"1.0"},"canonical_sha256":"4c9ac3e18d29064c3970d6099190c4467ce3d8a7269905f9a8481a95bd667cce","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:28:40.660960Z","signature_b64":"8lcJdzjKuYZ8oWUf/gzXjwtM+/9vKttMyGERJTg6NTK+mTLtGcjOVvnmQomlwH1IFV1wbZjLRo3dInVZRJ5aDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4c9ac3e18d29064c3970d6099190c4467ce3d8a7269905f9a8481a95bd667cce","last_reissued_at":"2026-07-05T10:28:40.660018Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:28:40.660018Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.07640","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":"2026-07-05T10:28:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/KYkla8ItikAWATJOUQgGMSkRISOWSYq96eu0dX/E5Fr5YF6dySFGLBTBtYvaJTqaURZGNZYzo98OfanYJ/5AQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T03:10:38.940075Z"},"content_sha256":"b8c688ada092c231c067d1d2260da3a5ac01fa7d8fe1239dde56a1f30ee47a29","schema_version":"1.0","event_id":"sha256:b8c688ada092c231c067d1d2260da3a5ac01fa7d8fe1239dde56a1f30ee47a29"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:JSNMHYMNFEDEYOLQ2YEZDEGEIZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"BrainNet-MoE: Brain-Inspired Mixture-of-Experts Learning for Neurological Disease Identification","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","q-bio.NC"],"primary_cat":"cs.LG","authors_text":"Chao Cao, Dajiang Zhu, Jing Zhang, Li Su, Lu Zhang, Mingheng Chen, Tianming Liu, Tong Chen, Xiaowei Yu, Yanjun Lyu, Yan Zhuang","submitted_at":"2025-03-05T22:19:49Z","abstract_excerpt":"The Lewy body dementia (LBD) is the second most common neurodegenerative dementia after Alzheimer's disease (AD). Early differentiation between AD and LBD is crucial because they require different treatment approaches, but this is challenging due to significant clinical overlap, heterogeneity, complex pathogenesis, and the rarity of LBD. While recent advances in artificial intelligence (AI) demonstrate powerful learning capabilities and offer new hope for accurate diagnosis, existing methods primarily focus on designing \"neural-level networks\". Our work represents a pioneering effort in modeli"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.07640","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/2503.07640/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":"2026-07-05T10:28:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XSWBgmpzaO2fe7/Nka3zEDXeh3i862/3sxPXnrYhbZ9GTVi51Ad99QNjG5VKlnQJF4b59A/i4TBITcxnCZMRBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T03:10:38.940865Z"},"content_sha256":"9f663860cd95f7744fdd44b48d75379eb8daa04ff9aaf01aaa257842cc486515","schema_version":"1.0","event_id":"sha256:9f663860cd95f7744fdd44b48d75379eb8daa04ff9aaf01aaa257842cc486515"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JSNMHYMNFEDEYOLQ2YEZDEGEIZ/bundle.json","state_url":"https://pith.science/pith/JSNMHYMNFEDEYOLQ2YEZDEGEIZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JSNMHYMNFEDEYOLQ2YEZDEGEIZ/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":"2026-08-10T03:10:38Z","links":{"resolver":"https://pith.science/pith/JSNMHYMNFEDEYOLQ2YEZDEGEIZ","bundle":"https://pith.science/pith/JSNMHYMNFEDEYOLQ2YEZDEGEIZ/bundle.json","state":"https://pith.science/pith/JSNMHYMNFEDEYOLQ2YEZDEGEIZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JSNMHYMNFEDEYOLQ2YEZDEGEIZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:JSNMHYMNFEDEYOLQ2YEZDEGEIZ","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":"0d85e811904641af76d331c547efd7e488170c1de42cc77564a8e332f4d8eeb5","cross_cats_sorted":["cs.AI","q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-03-05T22:19:49Z","title_canon_sha256":"f41fd2bd22298f837c59a069f73267711f6bb8b85acfd852cdf339249f7100a5"},"schema_version":"1.0","source":{"id":"2503.07640","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.07640","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"arxiv_version","alias_value":"2503.07640v1","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.07640","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"pith_short_12","alias_value":"JSNMHYMNFEDE","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"pith_short_16","alias_value":"JSNMHYMNFEDEYOLQ","created_at":"2026-07-05T10:28:40Z"},{"alias_kind":"pith_short_8","alias_value":"JSNMHYMN","created_at":"2026-07-05T10:28:40Z"}],"graph_snapshots":[{"event_id":"sha256:9f663860cd95f7744fdd44b48d75379eb8daa04ff9aaf01aaa257842cc486515","target":"graph","created_at":"2026-07-05T10:28:40Z","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/2503.07640/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The Lewy body dementia (LBD) is the second most common neurodegenerative dementia after Alzheimer's disease (AD). Early differentiation between AD and LBD is crucial because they require different treatment approaches, but this is challenging due to significant clinical overlap, heterogeneity, complex pathogenesis, and the rarity of LBD. While recent advances in artificial intelligence (AI) demonstrate powerful learning capabilities and offer new hope for accurate diagnosis, existing methods primarily focus on designing \"neural-level networks\". Our work represents a pioneering effort in modeli","authors_text":"Chao Cao, Dajiang Zhu, Jing Zhang, Li Su, Lu Zhang, Mingheng Chen, Tianming Liu, Tong Chen, Xiaowei Yu, Yanjun Lyu, Yan Zhuang","cross_cats":["cs.AI","q-bio.NC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-03-05T22:19:49Z","title":"BrainNet-MoE: Brain-Inspired Mixture-of-Experts Learning for Neurological Disease Identification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.07640","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:b8c688ada092c231c067d1d2260da3a5ac01fa7d8fe1239dde56a1f30ee47a29","target":"record","created_at":"2026-07-05T10:28:40Z","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":"0d85e811904641af76d331c547efd7e488170c1de42cc77564a8e332f4d8eeb5","cross_cats_sorted":["cs.AI","q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-03-05T22:19:49Z","title_canon_sha256":"f41fd2bd22298f837c59a069f73267711f6bb8b85acfd852cdf339249f7100a5"},"schema_version":"1.0","source":{"id":"2503.07640","kind":"arxiv","version":1}},"canonical_sha256":"4c9ac3e18d29064c3970d6099190c4467ce3d8a7269905f9a8481a95bd667cce","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4c9ac3e18d29064c3970d6099190c4467ce3d8a7269905f9a8481a95bd667cce","first_computed_at":"2026-07-05T10:28:40.660018Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:28:40.660018Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8lcJdzjKuYZ8oWUf/gzXjwtM+/9vKttMyGERJTg6NTK+mTLtGcjOVvnmQomlwH1IFV1wbZjLRo3dInVZRJ5aDw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:28:40.660960Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.07640","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b8c688ada092c231c067d1d2260da3a5ac01fa7d8fe1239dde56a1f30ee47a29","sha256:9f663860cd95f7744fdd44b48d75379eb8daa04ff9aaf01aaa257842cc486515"],"state_sha256":"097525c9df4fff4d6b73a1e4aae29de79fd8f3f8ed2196dd3dc0594671819c67"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZNwc6+n10EFA1KJSCx9tjHmi8nmCVq/5QuqS+aVwjZb+wnmgWttDF2sYLT41fN5lIco68o7iUEfzA1YADYgDCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-10T03:10:38.952911Z","bundle_sha256":"e3cdca34ef6f4f081b9aa17cc261754d0fc8068ea5358704dae66bc8b4a53343"}}