{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:AFI442HPTFXLJFR3WNCRZUQOKH","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":"812c09b11f2384c4d672d4731ac4a2c4c87e32b681d53dd0a2d20a7c049baf81","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2016-01-12T21:16:35Z","title_canon_sha256":"6f9cf968eb109d857c6403e610b4ae8f2b973cd2740a85bc12169b9c73b7979e"},"schema_version":"1.0","source":{"id":"1601.03060","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1601.03060","created_at":"2026-05-18T00:45:58Z"},{"alias_kind":"arxiv_version","alias_value":"1601.03060v4","created_at":"2026-05-18T00:45:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1601.03060","created_at":"2026-05-18T00:45:58Z"},{"alias_kind":"pith_short_12","alias_value":"AFI442HPTFXL","created_at":"2026-05-18T12:30:07Z"},{"alias_kind":"pith_short_16","alias_value":"AFI442HPTFXLJFR3","created_at":"2026-05-18T12:30:07Z"},{"alias_kind":"pith_short_8","alias_value":"AFI442HP","created_at":"2026-05-18T12:30:07Z"}],"graph_snapshots":[{"event_id":"sha256:f92bd02a41826656e32dbfd9cd21cf354c46872816c3c6e24cc3d8e683d0ceb6","target":"graph","created_at":"2026-05-18T00:45:58Z","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"},"paper":{"abstract_excerpt":"Animals perform near-optimal probabilistic inference in a wide range of psychophysical tasks. Probabilistic inference requires trial-to-trial representation of the uncertainties associated with task variables and subsequent use of this representation. Previous work has implemented such computations using neural networks with hand-crafted and task-dependent operations. We show that generic neural networks trained with a simple error-based learning rule perform near-optimal probabilistic inference in nine common psychophysical tasks. In a probabilistic categorization task, error-based learning i","authors_text":"A. Emin Orhan, Wei Ji Ma","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2016-01-12T21:16:35Z","title":"Efficient Probabilistic Inference in Generic Neural Networks Trained with Non-Probabilistic Feedback"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1601.03060","kind":"arxiv","version":4},"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:dceacfb34a27d27e1d99e0ea4e556dd2977045ced1986b9a2154773798e8b734","target":"record","created_at":"2026-05-18T00:45:58Z","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":"812c09b11f2384c4d672d4731ac4a2c4c87e32b681d53dd0a2d20a7c049baf81","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"q-bio.NC","submitted_at":"2016-01-12T21:16:35Z","title_canon_sha256":"6f9cf968eb109d857c6403e610b4ae8f2b973cd2740a85bc12169b9c73b7979e"},"schema_version":"1.0","source":{"id":"1601.03060","kind":"arxiv","version":4}},"canonical_sha256":"0151ce68ef996eb4963bb3451cd20e51da18897adf6a91f941fd2f816e451aa9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0151ce68ef996eb4963bb3451cd20e51da18897adf6a91f941fd2f816e451aa9","first_computed_at":"2026-05-18T00:45:58.867123Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:45:58.867123Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9e2tSMtK/yTdx82ZEYaUYItkSKkBCvxJ+/1wSStThYDgbVFELLwc7JHCcy/mdL17WT2p7GPaycY7CNMSNUAiAw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:45:58.867746Z","signed_message":"canonical_sha256_bytes"},"source_id":"1601.03060","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:dceacfb34a27d27e1d99e0ea4e556dd2977045ced1986b9a2154773798e8b734","sha256:f92bd02a41826656e32dbfd9cd21cf354c46872816c3c6e24cc3d8e683d0ceb6"],"state_sha256":"918bc3da7125dda7a7cff77147487a767adc84e1adb5e00389c54e1c93df15c9"}