{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:6IAFWWLGG54IHAUCCAXNW62UUV","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":"7a8a1a50c6c3c445e147123aa17ea4d90a88f88d0637f652e17af18865563648","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-12-21T17:48:31Z","title_canon_sha256":"8fe5d9cae5c33b88936d7d083a686dd063f35271eabfc2f2a89e80e4c3c28327"},"schema_version":"1.0","source":{"id":"1912.10305","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1912.10305","created_at":"2026-07-05T00:46:55Z"},{"alias_kind":"arxiv_version","alias_value":"1912.10305v2","created_at":"2026-07-05T00:46:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1912.10305","created_at":"2026-07-05T00:46:55Z"},{"alias_kind":"pith_short_12","alias_value":"6IAFWWLGG54I","created_at":"2026-07-05T00:46:55Z"},{"alias_kind":"pith_short_16","alias_value":"6IAFWWLGG54IHAUC","created_at":"2026-07-05T00:46:55Z"},{"alias_kind":"pith_short_8","alias_value":"6IAFWWLG","created_at":"2026-07-05T00:46:55Z"}],"graph_snapshots":[{"event_id":"sha256:b9aba771a77ba9f6ce28f594281b37abedbdc31ec06d046d964b3407a7e37834","target":"graph","created_at":"2026-07-05T00:46:55Z","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/1912.10305/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The field of machine learning has focused, primarily, on discretized sub-problems (i.e. vision, speech, natural language) of intelligence. While neuroscience tends to be observation heavy, providing few guiding theories. It is unlikely that artificial intelligence will emerge through only one of these disciplines. Instead, it is likely to be some amalgamation of their algorithmic and observational findings. As a result, there are a number of problems that should be addressed in order to select the beneficial aspects of both fields. In this article, we propose leading questions to guide the fut","authors_text":"Jordan Ott","cross_cats":["cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-12-21T17:48:31Z","title":"Questions to Guide the Future of Artificial Intelligence Research"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1912.10305","kind":"arxiv","version":2},"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":"sha256:1d95a8622bf7c881cd18ba38ae0af8819ee58dc5f6b45b057634ce04ed512f86","target":"record","created_at":"2026-07-05T00:46:55Z","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":"7a8a1a50c6c3c445e147123aa17ea4d90a88f88d0637f652e17af18865563648","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2019-12-21T17:48:31Z","title_canon_sha256":"8fe5d9cae5c33b88936d7d083a686dd063f35271eabfc2f2a89e80e4c3c28327"},"schema_version":"1.0","source":{"id":"1912.10305","kind":"arxiv","version":2}},"canonical_sha256":"f2005b59663778838282102edb7b54a56eb3ecb5f814d53b40e81cfd3a4edba9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f2005b59663778838282102edb7b54a56eb3ecb5f814d53b40e81cfd3a4edba9","first_computed_at":"2026-07-05T00:46:55.149071Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:46:55.149071Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"g2lch70TgbFDHpAJthFePJe6u2q1EBTu/N72BF0LgEzvD4/hq+VVnvRIIbCOJl4RFRFo0NjWFDdXjSxcsQLQCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T00:46:55.149476Z","signed_message":"canonical_sha256_bytes"},"source_id":"1912.10305","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1d95a8622bf7c881cd18ba38ae0af8819ee58dc5f6b45b057634ce04ed512f86","sha256:b9aba771a77ba9f6ce28f594281b37abedbdc31ec06d046d964b3407a7e37834"],"state_sha256":"c27c8f0a518d6fcc9132be8347496d67559b2769e7ed159e34d52867fa125c9a"}