{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:L7QWMQI6YGKPNKCE52FHZ7NXZS","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":"ec1151e2219e1cb9be56763f1bfa150cdefa862afe522620d4bf9b534c122990","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-25T20:16:16Z","title_canon_sha256":"8d49ea5bfb877e0407d8f49d1663bdebfc7366ee0f30a7e0c2d363496de8d97c"},"schema_version":"1.0","source":{"id":"2411.16905","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.16905","created_at":"2026-07-05T09:40:24Z"},{"alias_kind":"arxiv_version","alias_value":"2411.16905v1","created_at":"2026-07-05T09:40:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.16905","created_at":"2026-07-05T09:40:24Z"},{"alias_kind":"pith_short_12","alias_value":"L7QWMQI6YGKP","created_at":"2026-07-05T09:40:24Z"},{"alias_kind":"pith_short_16","alias_value":"L7QWMQI6YGKPNKCE","created_at":"2026-07-05T09:40:24Z"},{"alias_kind":"pith_short_8","alias_value":"L7QWMQI6","created_at":"2026-07-05T09:40:24Z"}],"graph_snapshots":[{"event_id":"sha256:eaa1a51933ef2981f402a98d6f4694fe57dd29cff21196823922830630869821","target":"graph","created_at":"2026-07-05T09:40:24Z","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/2411.16905/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"An agent trained within a closed system can master any desired capability, as long as the following three conditions hold: (a) it receives sufficiently informative and aligned feedback, (b) its coverage of experience/data is broad enough, and (c) it has sufficient capacity and resource. In this position paper, we justify these conditions, and consider what limitations arise from (a) and (b) in closed systems, when assuming that (c) is not a bottleneck. Considering the special case of agents with matching input and output spaces (namely, language), we argue that such pure recursive self-improve","authors_text":"Tom Schaul","cross_cats":["cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-25T20:16:16Z","title":"Boundless Socratic Learning with Language Games"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.16905","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":"sha256:169cd35dc1682c7ca7223663e2c7dedabc5f20a8422ab946c5d51f0828a40f61","target":"record","created_at":"2026-07-05T09:40:24Z","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":"ec1151e2219e1cb9be56763f1bfa150cdefa862afe522620d4bf9b534c122990","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-25T20:16:16Z","title_canon_sha256":"8d49ea5bfb877e0407d8f49d1663bdebfc7366ee0f30a7e0c2d363496de8d97c"},"schema_version":"1.0","source":{"id":"2411.16905","kind":"arxiv","version":1}},"canonical_sha256":"5fe166411ec194f6a844ee8a7cfdb7cc8cd00e93d777e1234633eba6f68d294e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5fe166411ec194f6a844ee8a7cfdb7cc8cd00e93d777e1234633eba6f68d294e","first_computed_at":"2026-07-05T09:40:24.448202Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:40:24.448202Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"srBvZIiiDZaeyIA+CoCaJWHK4qImvh2jNRhOyZbStd2SEd1MiNFcbhU6pDfcJhG8JfD5wpf59pnJr6rfgaKfDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:40:24.448601Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.16905","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:169cd35dc1682c7ca7223663e2c7dedabc5f20a8422ab946c5d51f0828a40f61","sha256:eaa1a51933ef2981f402a98d6f4694fe57dd29cff21196823922830630869821"],"state_sha256":"ee0c9a6e28f5c20f3fdf1e43318f1889b91f777b57cf3c3ecc15699d61d9ddbd"}