{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:UOLSZMW5JSUD4TSGIRWAR4WNIO","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":"ec4aae04b1477fc41d02b72a2065521b1df8586cf40f5dbd9ac655b80e45db79","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2022-09-15T16:31:05Z","title_canon_sha256":"00b519bbde0de745c2b5097eaa24958204a6a0b5b722fad9ac5341723fc7172e"},"schema_version":"1.0","source":{"id":"2209.07431","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2209.07431","created_at":"2026-07-05T04:59:53Z"},{"alias_kind":"arxiv_version","alias_value":"2209.07431v3","created_at":"2026-07-05T04:59:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2209.07431","created_at":"2026-07-05T04:59:53Z"},{"alias_kind":"pith_short_12","alias_value":"UOLSZMW5JSUD","created_at":"2026-07-05T04:59:53Z"},{"alias_kind":"pith_short_16","alias_value":"UOLSZMW5JSUD4TSG","created_at":"2026-07-05T04:59:53Z"},{"alias_kind":"pith_short_8","alias_value":"UOLSZMW5","created_at":"2026-07-05T04:59:53Z"}],"graph_snapshots":[{"event_id":"sha256:fd1f2d44ea2a04d66cf799d349f1bc77937d06ff700adb8d89535df6c7615794","target":"graph","created_at":"2026-07-05T04:59:53Z","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/2209.07431/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Humans have a remarkable ability to rapidly generalize to new tasks that is difficult to reproduce in artificial learning systems. Compositionality has been proposed as a key mechanism supporting generalization in humans, but evidence of its neural implementation and impact on behavior is still scarce. Here we study the computational properties associated with compositional generalization in both humans and artificial neural networks (ANNs) on a highly compositional task. First, we identified behavioral signatures of compositional generalization in humans, along with their neural correlates us","authors_text":"Douglas H. Schultz, John D. Murray, Mattia Rigotti, Michael W. Cole, Takuya Ito, Tim Klinger","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2022-09-15T16:31:05Z","title":"Compositional generalization through abstract representations in human and artificial neural networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2209.07431","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:b6e4deabe9331725628651de162005946c22ab5c9ff7c8a88a73f612e2c64292","target":"record","created_at":"2026-07-05T04:59:53Z","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":"ec4aae04b1477fc41d02b72a2065521b1df8586cf40f5dbd9ac655b80e45db79","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2022-09-15T16:31:05Z","title_canon_sha256":"00b519bbde0de745c2b5097eaa24958204a6a0b5b722fad9ac5341723fc7172e"},"schema_version":"1.0","source":{"id":"2209.07431","kind":"arxiv","version":3}},"canonical_sha256":"a3972cb2dd4ca83e4e46446c08f2cd43a37bae6c1b7d0d461830f16225fdc5d7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a3972cb2dd4ca83e4e46446c08f2cd43a37bae6c1b7d0d461830f16225fdc5d7","first_computed_at":"2026-07-05T04:59:53.799650Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:59:53.799650Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PEcv3d7RJT21sqHf+zOQNZ5lSpXCuZAq+n11T1XiwRBv+0GDgH0+VEmE5XcgEqbP/T6R5RKcWMuqAY7LHywICQ==","signature_status":"signed_v1","signed_at":"2026-07-05T04:59:53.800092Z","signed_message":"canonical_sha256_bytes"},"source_id":"2209.07431","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b6e4deabe9331725628651de162005946c22ab5c9ff7c8a88a73f612e2c64292","sha256:fd1f2d44ea2a04d66cf799d349f1bc77937d06ff700adb8d89535df6c7615794"],"state_sha256":"6a9865bc3f76f4c80565585c1650941081c1c4c16551f3cf3f43769495dde700"}