{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:OIZAJDRBXBOUMTTEGEGAEHEYWK","short_pith_number":"pith:OIZAJDRB","canonical_record":{"source":{"id":"2502.20349","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-02-27T18:20:54Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"0ce6a59456d19c2a3ef6e0943c18c942c25420086c1fb5e53dad70f18c1a61d6","abstract_canon_sha256":"5d2e814840fc7ed315e2a27a6bc5b50f297368f233c3b05709570fb893a4eab3"},"schema_version":"1.0"},"canonical_sha256":"7232048e21b85d464e64310c021c98b2b39845c8588e862ea2d2e44237a9a719","source":{"kind":"arxiv","id":"2502.20349","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.20349","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"arxiv_version","alias_value":"2502.20349v3","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.20349","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"pith_short_12","alias_value":"OIZAJDRBXBOU","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"pith_short_16","alias_value":"OIZAJDRBXBOUMTTE","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"pith_short_8","alias_value":"OIZAJDRB","created_at":"2026-05-20T00:02:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:OIZAJDRBXBOUMTTEGEGAEHEYWK","target":"record","payload":{"canonical_record":{"source":{"id":"2502.20349","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-02-27T18:20:54Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"0ce6a59456d19c2a3ef6e0943c18c942c25420086c1fb5e53dad70f18c1a61d6","abstract_canon_sha256":"5d2e814840fc7ed315e2a27a6bc5b50f297368f233c3b05709570fb893a4eab3"},"schema_version":"1.0"},"canonical_sha256":"7232048e21b85d464e64310c021c98b2b39845c8588e862ea2d2e44237a9a719","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-20T00:02:48.743733Z","signature_b64":"kTQ/L3z6TEjip7r0mZdhnpVX8rcnNhHcP7YV13UtksPrOyvsomg9T1tGGriVktmoE/ml2sozovu5jsRPqUt+AA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7232048e21b85d464e64310c021c98b2b39845c8588e862ea2d2e44237a9a719","last_reissued_at":"2026-05-20T00:02:48.742944Z","signature_status":"signed_v1","first_computed_at":"2026-05-20T00:02:48.742944Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.20349","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-20T00:02:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Dw1aF1TlAdYnSETCrPqVSuAf1XM3V7uMdEps9twF5Vvtoes1OxqI0x34zkK5namYgTlkGkbMDjRSBiDvyTHkDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-28T04:52:34.652347Z"},"content_sha256":"20720e19e4ff725a917e60a481e05bffa46dc5ae60844b910f4dc82b8cac9b14","schema_version":"1.0","event_id":"sha256:20720e19e4ff725a917e60a481e05bffa46dc5ae60844b910f4dc82b8cac9b14"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:OIZAJDRBXBOUMTTEGEGAEHEYWK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Naturalistic Computational Cognitive Science: Towards generalizable models and theories that capture the full range of natural behavior","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"q-bio.NC","authors_text":"Andrew Lampinen, Wilka Carvalho","submitted_at":"2025-02-27T18:20:54Z","abstract_excerpt":"How can cognitive science build generalizable theories that span the full scope of natural situations and behaviors? We argue that progress in Artificial Intelligence (AI) offers timely opportunities for cognitive science to embrace experiments with increasingly naturalistic stimuli, tasks, and behaviors; and computational models that can accommodate these changes. We first review a growing body of research spanning neuroscience, cognitive science, and AI that suggests that incorporating a broader range of naturalistic experimental paradigms, and models that accommodate them, may be necessary "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.20349","kind":"arxiv","version":3},"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/2502.20349/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":"2026-05-20T00:02:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aDlXIrJS6BsMzJmJK4x0spABE1Zar4fAmnmXCKlQu0W0bIWLJXt6F8W73AJiB16BcoF4GruMiCMNX7kZPKgbBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-28T04:52:34.652737Z"},"content_sha256":"c1ddda346e811d115ebe77528179f4d6e79e7e8dfd71c394bbfeec104cecf055","schema_version":"1.0","event_id":"sha256:c1ddda346e811d115ebe77528179f4d6e79e7e8dfd71c394bbfeec104cecf055"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/OIZAJDRBXBOUMTTEGEGAEHEYWK/bundle.json","state_url":"https://pith.science/pith/OIZAJDRBXBOUMTTEGEGAEHEYWK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/OIZAJDRBXBOUMTTEGEGAEHEYWK/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":"2026-05-28T04:52:34Z","links":{"resolver":"https://pith.science/pith/OIZAJDRBXBOUMTTEGEGAEHEYWK","bundle":"https://pith.science/pith/OIZAJDRBXBOUMTTEGEGAEHEYWK/bundle.json","state":"https://pith.science/pith/OIZAJDRBXBOUMTTEGEGAEHEYWK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/OIZAJDRBXBOUMTTEGEGAEHEYWK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:OIZAJDRBXBOUMTTEGEGAEHEYWK","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":"5d2e814840fc7ed315e2a27a6bc5b50f297368f233c3b05709570fb893a4eab3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-02-27T18:20:54Z","title_canon_sha256":"0ce6a59456d19c2a3ef6e0943c18c942c25420086c1fb5e53dad70f18c1a61d6"},"schema_version":"1.0","source":{"id":"2502.20349","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.20349","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"arxiv_version","alias_value":"2502.20349v3","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.20349","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"pith_short_12","alias_value":"OIZAJDRBXBOU","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"pith_short_16","alias_value":"OIZAJDRBXBOUMTTE","created_at":"2026-05-20T00:02:48Z"},{"alias_kind":"pith_short_8","alias_value":"OIZAJDRB","created_at":"2026-05-20T00:02:48Z"}],"graph_snapshots":[{"event_id":"sha256:c1ddda346e811d115ebe77528179f4d6e79e7e8dfd71c394bbfeec104cecf055","target":"graph","created_at":"2026-05-20T00:02:48Z","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/2502.20349/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"How can cognitive science build generalizable theories that span the full scope of natural situations and behaviors? We argue that progress in Artificial Intelligence (AI) offers timely opportunities for cognitive science to embrace experiments with increasingly naturalistic stimuli, tasks, and behaviors; and computational models that can accommodate these changes. We first review a growing body of research spanning neuroscience, cognitive science, and AI that suggests that incorporating a broader range of naturalistic experimental paradigms, and models that accommodate them, may be necessary ","authors_text":"Andrew Lampinen, Wilka Carvalho","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-02-27T18:20:54Z","title":"Naturalistic Computational Cognitive Science: Towards generalizable models and theories that capture the full range of natural behavior"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.20349","kind":"arxiv","version":3},"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":"sha256:20720e19e4ff725a917e60a481e05bffa46dc5ae60844b910f4dc82b8cac9b14","target":"record","created_at":"2026-05-20T00:02:48Z","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":"5d2e814840fc7ed315e2a27a6bc5b50f297368f233c3b05709570fb893a4eab3","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"q-bio.NC","submitted_at":"2025-02-27T18:20:54Z","title_canon_sha256":"0ce6a59456d19c2a3ef6e0943c18c942c25420086c1fb5e53dad70f18c1a61d6"},"schema_version":"1.0","source":{"id":"2502.20349","kind":"arxiv","version":3}},"canonical_sha256":"7232048e21b85d464e64310c021c98b2b39845c8588e862ea2d2e44237a9a719","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7232048e21b85d464e64310c021c98b2b39845c8588e862ea2d2e44237a9a719","first_computed_at":"2026-05-20T00:02:48.742944Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T00:02:48.742944Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kTQ/L3z6TEjip7r0mZdhnpVX8rcnNhHcP7YV13UtksPrOyvsomg9T1tGGriVktmoE/ml2sozovu5jsRPqUt+AA==","signature_status":"signed_v1","signed_at":"2026-05-20T00:02:48.743733Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.20349","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:20720e19e4ff725a917e60a481e05bffa46dc5ae60844b910f4dc82b8cac9b14","sha256:c1ddda346e811d115ebe77528179f4d6e79e7e8dfd71c394bbfeec104cecf055"],"state_sha256":"139bf08e624944217733811a3c3f5e463bffbd4114ea47471943ee6f9c5a6315"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4xHPLG0OYwfXLUaXFN4cCH1uMLuBkLLmETolDKP1aG2z9ds1Gc9ALuVn/+qC3hkmTdIi2D4tZz2JrU2NHmM9Bw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-28T04:52:34.655323Z","bundle_sha256":"00ddc2424dbd2b4e7e7c1fe1c6aa3613861ad4d6d165789ada7f471e8dc74239"}}