{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:XJZBJORZC4R44PGKRWZ5FZKCFS","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":"538feac1d53e83c660e5011eb0e519fd360c12265d9cfe71ceb444cd19d0d07d","cross_cats_sorted":["cs.LG","q-bio.NC","stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-11-22T15:01:44Z","title_canon_sha256":"07b4836c7d43e79173e54b33d6c1af569d2aadb2c174ece939288b407f5bbb06"},"schema_version":"1.0","source":{"id":"2411.14991","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.14991","created_at":"2026-07-05T09:39:14Z"},{"alias_kind":"arxiv_version","alias_value":"2411.14991v1","created_at":"2026-07-05T09:39:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.14991","created_at":"2026-07-05T09:39:14Z"},{"alias_kind":"pith_short_12","alias_value":"XJZBJORZC4R4","created_at":"2026-07-05T09:39:14Z"},{"alias_kind":"pith_short_16","alias_value":"XJZBJORZC4R44PGK","created_at":"2026-07-05T09:39:14Z"},{"alias_kind":"pith_short_8","alias_value":"XJZBJORZ","created_at":"2026-07-05T09:39:14Z"}],"graph_snapshots":[{"event_id":"sha256:d21dccaba62391b2b3f7d9970d4aaa8ec86f43f8123e4b24bfffab9f978630e1","target":"graph","created_at":"2026-07-05T09:39:14Z","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/2411.14991/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In the last decade, the free energy principle (FEP) and active inference (AIF) have achieved many successes connecting conceptual models of learning and cognition to mathematical models of perception and action. This effort is driven by a multidisciplinary interest in understanding aspects of self-organizing complex adaptive systems, including elements of agency. Various reinforcement learning (RL) models performing active inference have been proposed and trained on standard RL tasks using deep neural networks. Recent work has focused on improving such agents' performance in complex environmen","authors_text":"Alexander Q. Vining, Hans J. Briegel, Jos\\'ephine Pazem, Lukas J. Fiderer, Marius Krumm","cross_cats":["cs.LG","q-bio.NC","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-11-22T15:01:44Z","title":"Free Energy Projective Simulation (FEPS): Active inference with interpretability"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.14991","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":"sha256:48f78336e9e979f89c91c9d24d6a00ccccfcf0ebb4e022c3bd0f3fd74acf632b","target":"record","created_at":"2026-07-05T09:39:14Z","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":"538feac1d53e83c660e5011eb0e519fd360c12265d9cfe71ceb444cd19d0d07d","cross_cats_sorted":["cs.LG","q-bio.NC","stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2024-11-22T15:01:44Z","title_canon_sha256":"07b4836c7d43e79173e54b33d6c1af569d2aadb2c174ece939288b407f5bbb06"},"schema_version":"1.0","source":{"id":"2411.14991","kind":"arxiv","version":1}},"canonical_sha256":"ba7214ba391723ce3cca8db3d2e5422caccf44f6c06277adf0bd069561e0c92e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ba7214ba391723ce3cca8db3d2e5422caccf44f6c06277adf0bd069561e0c92e","first_computed_at":"2026-07-05T09:39:14.684771Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:39:14.684771Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TywCWCuiKOGoVeQ6AwRVZzffQB0cSmIXotv1+PeYVTUscZKOtdgVbMU5Ip6Jjri8TvPumKVVF1Mn3poSTP22Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:39:14.685257Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.14991","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:48f78336e9e979f89c91c9d24d6a00ccccfcf0ebb4e022c3bd0f3fd74acf632b","sha256:d21dccaba62391b2b3f7d9970d4aaa8ec86f43f8123e4b24bfffab9f978630e1"],"state_sha256":"733a5c69aab08a9c022ff8751eb4d2fcf40cb63ba667850977f64c79a9a2e1db"}