{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:JZGLB4EWSAR2YJYDYRAGEOIIT4","short_pith_number":"pith:JZGLB4EW","canonical_record":{"source":{"id":"2310.14810","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"q-bio.NC","submitted_at":"2023-10-23T11:19:56Z","cross_cats_sorted":[],"title_canon_sha256":"6c04cb0b5f0090e3a9542e5372e39c0217248f9c176998ff4adffaee6e79a286","abstract_canon_sha256":"c831b4f1c4570c96b0fc7372622f9773728a047d13b72f9997eff0e2407556b6"},"schema_version":"1.0"},"canonical_sha256":"4e4cb0f0969023ac2703c4406239089f276bf4f3b03b30ee7bc744eb82ddf5e5","source":{"kind":"arxiv","id":"2310.14810","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.14810","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"arxiv_version","alias_value":"2310.14810v1","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.14810","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"pith_short_12","alias_value":"JZGLB4EWSAR2","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"pith_short_16","alias_value":"JZGLB4EWSAR2YJYD","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"pith_short_8","alias_value":"JZGLB4EW","created_at":"2026-07-05T07:04:02Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:JZGLB4EWSAR2YJYDYRAGEOIIT4","target":"record","payload":{"canonical_record":{"source":{"id":"2310.14810","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"q-bio.NC","submitted_at":"2023-10-23T11:19:56Z","cross_cats_sorted":[],"title_canon_sha256":"6c04cb0b5f0090e3a9542e5372e39c0217248f9c176998ff4adffaee6e79a286","abstract_canon_sha256":"c831b4f1c4570c96b0fc7372622f9773728a047d13b72f9997eff0e2407556b6"},"schema_version":"1.0"},"canonical_sha256":"4e4cb0f0969023ac2703c4406239089f276bf4f3b03b30ee7bc744eb82ddf5e5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:04:02.371687Z","signature_b64":"T7QXe5cE8HzSeTAFsU/m9q8jXKXVoUAS+Q5wqzk/y5JI6KNieUUGpNZYMN67eE48ssx+zafy+BdPE9PZh1EZAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4e4cb0f0969023ac2703c4406239089f276bf4f3b03b30ee7bc744eb82ddf5e5","last_reissued_at":"2026-07-05T07:04:02.371160Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:04:02.371160Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2310.14810","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":"2026-07-05T07:04:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SzziN36cBgLnqVDgvVFL2B7noIiNmdJRJVrBdahnoqM4625qRHD3dD1r0oFFV3c+HzQRwecqbRGMi28YocjLCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T01:12:47.824349Z"},"content_sha256":"43d7429b08fa78ea9e6b815d35a0b1cad492eb7c7f71d02f2fd5a316da43bd89","schema_version":"1.0","event_id":"sha256:43d7429b08fa78ea9e6b815d35a0b1cad492eb7c7f71d02f2fd5a316da43bd89"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:JZGLB4EWSAR2YJYDYRAGEOIIT4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Neural representation in active inference: using generative models to interact with -- and understand -- the lived world","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"q-bio.NC","authors_text":"Francesco Mannella, Giovanni Pezzulo, Ivilin Peev Stoianov, Karl Friston, Leo D'Amato, Matteo Priorelli, Toon Van de Maele","submitted_at":"2023-10-23T11:19:56Z","abstract_excerpt":"This paper considers neural representation through the lens of active inference, a normative framework for understanding brain function. It delves into how living organisms employ generative models to minimize the discrepancy between predictions and observations (as scored with variational free energy). The ensuing analysis suggests that the brain learns generative models to navigate the world adaptively, not (or not solely) to understand it. Different living organisms may possess an array of generative models, spanning from those that support action-perception cycles to those that underwrite "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.14810","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/2310.14810/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":"2026-07-05T07:04:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SfJ0jFprLdoMqoEbAi8dM6RXQs47k1JHtVOHO+NZY02+7JYCiiKhAPYHuK6N6cSrNc3nTUjrEVXgDAnO6cQQBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T01:12:47.825313Z"},"content_sha256":"cb00c762dd263e961db4cd10c3e49522bd65517574ccd1039dd808d3ab6c8533","schema_version":"1.0","event_id":"sha256:cb00c762dd263e961db4cd10c3e49522bd65517574ccd1039dd808d3ab6c8533"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JZGLB4EWSAR2YJYDYRAGEOIIT4/bundle.json","state_url":"https://pith.science/pith/JZGLB4EWSAR2YJYDYRAGEOIIT4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JZGLB4EWSAR2YJYDYRAGEOIIT4/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":"2026-08-14T01:12:47Z","links":{"resolver":"https://pith.science/pith/JZGLB4EWSAR2YJYDYRAGEOIIT4","bundle":"https://pith.science/pith/JZGLB4EWSAR2YJYDYRAGEOIIT4/bundle.json","state":"https://pith.science/pith/JZGLB4EWSAR2YJYDYRAGEOIIT4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JZGLB4EWSAR2YJYDYRAGEOIIT4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:JZGLB4EWSAR2YJYDYRAGEOIIT4","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":"c831b4f1c4570c96b0fc7372622f9773728a047d13b72f9997eff0e2407556b6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"q-bio.NC","submitted_at":"2023-10-23T11:19:56Z","title_canon_sha256":"6c04cb0b5f0090e3a9542e5372e39c0217248f9c176998ff4adffaee6e79a286"},"schema_version":"1.0","source":{"id":"2310.14810","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.14810","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"arxiv_version","alias_value":"2310.14810v1","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.14810","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"pith_short_12","alias_value":"JZGLB4EWSAR2","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"pith_short_16","alias_value":"JZGLB4EWSAR2YJYD","created_at":"2026-07-05T07:04:02Z"},{"alias_kind":"pith_short_8","alias_value":"JZGLB4EW","created_at":"2026-07-05T07:04:02Z"}],"graph_snapshots":[{"event_id":"sha256:cb00c762dd263e961db4cd10c3e49522bd65517574ccd1039dd808d3ab6c8533","target":"graph","created_at":"2026-07-05T07:04:02Z","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/2310.14810/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper considers neural representation through the lens of active inference, a normative framework for understanding brain function. It delves into how living organisms employ generative models to minimize the discrepancy between predictions and observations (as scored with variational free energy). The ensuing analysis suggests that the brain learns generative models to navigate the world adaptively, not (or not solely) to understand it. Different living organisms may possess an array of generative models, spanning from those that support action-perception cycles to those that underwrite ","authors_text":"Francesco Mannella, Giovanni Pezzulo, Ivilin Peev Stoianov, Karl Friston, Leo D'Amato, Matteo Priorelli, Toon Van de Maele","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"q-bio.NC","submitted_at":"2023-10-23T11:19:56Z","title":"Neural representation in active inference: using generative models to interact with -- and understand -- the lived world"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.14810","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":"sha256:43d7429b08fa78ea9e6b815d35a0b1cad492eb7c7f71d02f2fd5a316da43bd89","target":"record","created_at":"2026-07-05T07:04:02Z","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":"c831b4f1c4570c96b0fc7372622f9773728a047d13b72f9997eff0e2407556b6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"q-bio.NC","submitted_at":"2023-10-23T11:19:56Z","title_canon_sha256":"6c04cb0b5f0090e3a9542e5372e39c0217248f9c176998ff4adffaee6e79a286"},"schema_version":"1.0","source":{"id":"2310.14810","kind":"arxiv","version":1}},"canonical_sha256":"4e4cb0f0969023ac2703c4406239089f276bf4f3b03b30ee7bc744eb82ddf5e5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4e4cb0f0969023ac2703c4406239089f276bf4f3b03b30ee7bc744eb82ddf5e5","first_computed_at":"2026-07-05T07:04:02.371160Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:04:02.371160Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"T7QXe5cE8HzSeTAFsU/m9q8jXKXVoUAS+Q5wqzk/y5JI6KNieUUGpNZYMN67eE48ssx+zafy+BdPE9PZh1EZAA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:04:02.371687Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.14810","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:43d7429b08fa78ea9e6b815d35a0b1cad492eb7c7f71d02f2fd5a316da43bd89","sha256:cb00c762dd263e961db4cd10c3e49522bd65517574ccd1039dd808d3ab6c8533"],"state_sha256":"d09c110b3774b65439dc0aca4f93d2af83b4afd08d1270a78a239556a8938508"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"n1FlgisI1jhDhuzQC52VO9aofrxdwaXAU0Hu1yh6mZRMGY0ef0lbYGQ5owmhcNZ4/xfQfAlIxCtfG2czasJbBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T01:12:47.832192Z","bundle_sha256":"a55236547fae8cad8c16ffe97c04a0a98e46904ed32271e8495a2f0ded83ed56"}}