{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2022:4RB3P63PYDB6BCWFGATI46LTRT","short_pith_number":"pith:4RB3P63P","schema_version":"1.0","canonical_sha256":"e443b7fb6fc0c3e08ac530268e79738cc15aa200cfd854c47da28f47c26b13a0","source":{"kind":"arxiv","id":"2207.06970","version":1},"attestation_state":"computed","paper":{"title":"Spin glass systems as collective active inference","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.MA","physics.soc-ph"],"primary_cat":"cond-mat.dis-nn","authors_text":"Brennan Klein, Christopher Buckley, Conor Heins, Daphne Demekas, Miguel Aguilera","submitted_at":"2022-07-14T14:54:12Z","abstract_excerpt":"An open question in the study of emergent behaviour in multi-agent Bayesian systems is the relationship, if any, between individual and collective inference. In this paper we explore the correspondence between generative models that exist at two distinct scales, using spin glass models as a sandbox system to investigate this question. We show that the collective dynamics of a specific type of active inference agent is equivalent to sampling from the stationary distribution of a spin glass system. A collective of specifically-designed active inference agents can thus be described as implementin"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2207.06970","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cond-mat.dis-nn","submitted_at":"2022-07-14T14:54:12Z","cross_cats_sorted":["cs.MA","physics.soc-ph"],"title_canon_sha256":"27ab105a68e3d71c6bf9220d6c16c7f5bd53e415c2a8c505194ba55ea309e488","abstract_canon_sha256":"4823746cf54758e5b62e735091baf2ea53ab85dc147330bd0c0500bec47082fb"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:40:19.407511Z","signature_b64":"Lf1jyC/IwzOleZyUY7ZNVixT5zMVtnYEAJD2lw4fCUJaluZcfRqUVrjimbqSjXG21C+j9tR7cuKJ5NFwpnAZBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e443b7fb6fc0c3e08ac530268e79738cc15aa200cfd854c47da28f47c26b13a0","last_reissued_at":"2026-07-05T04:40:19.407086Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:40:19.407086Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Spin glass systems as collective active inference","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.MA","physics.soc-ph"],"primary_cat":"cond-mat.dis-nn","authors_text":"Brennan Klein, Christopher Buckley, Conor Heins, Daphne Demekas, Miguel Aguilera","submitted_at":"2022-07-14T14:54:12Z","abstract_excerpt":"An open question in the study of emergent behaviour in multi-agent Bayesian systems is the relationship, if any, between individual and collective inference. In this paper we explore the correspondence between generative models that exist at two distinct scales, using spin glass models as a sandbox system to investigate this question. We show that the collective dynamics of a specific type of active inference agent is equivalent to sampling from the stationary distribution of a spin glass system. A collective of specifically-designed active inference agents can thus be described as implementin"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.06970","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/2207.06970/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2207.06970","created_at":"2026-07-05T04:40:19.407142+00:00"},{"alias_kind":"arxiv_version","alias_value":"2207.06970v1","created_at":"2026-07-05T04:40:19.407142+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.06970","created_at":"2026-07-05T04:40:19.407142+00:00"},{"alias_kind":"pith_short_12","alias_value":"4RB3P63PYDB6","created_at":"2026-07-05T04:40:19.407142+00:00"},{"alias_kind":"pith_short_16","alias_value":"4RB3P63PYDB6BCWF","created_at":"2026-07-05T04:40:19.407142+00:00"},{"alias_kind":"pith_short_8","alias_value":"4RB3P63P","created_at":"2026-07-05T04:40:19.407142+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT","json":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT.json","graph_json":"https://pith.science/api/pith-number/4RB3P63PYDB6BCWFGATI46LTRT/graph.json","events_json":"https://pith.science/api/pith-number/4RB3P63PYDB6BCWFGATI46LTRT/events.json","paper":"https://pith.science/paper/4RB3P63P"},"agent_actions":{"view_html":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT","download_json":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT.json","view_paper":"https://pith.science/paper/4RB3P63P","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2207.06970&json=true","fetch_graph":"https://pith.science/api/pith-number/4RB3P63PYDB6BCWFGATI46LTRT/graph.json","fetch_events":"https://pith.science/api/pith-number/4RB3P63PYDB6BCWFGATI46LTRT/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT/action/timestamp_anchor","attest_storage":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT/action/storage_attestation","attest_author":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT/action/author_attestation","sign_citation":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT/action/citation_signature","submit_replication":"https://pith.science/pith/4RB3P63PYDB6BCWFGATI46LTRT/action/replication_record"}},"created_at":"2026-07-05T04:40:19.407142+00:00","updated_at":"2026-07-05T04:40:19.407142+00:00"}