{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:FU63CQT7G7T2L3B4KW4SIFPR6N","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":"7e73858952e9f20a8df3adc94f81219b9d07125de67eb0b45a479ed610aba2be","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-12T03:21:53Z","title_canon_sha256":"e2635ab65ff4bf9ecb0e8e469389f86de6458e4794db91ffc61c1cebc033146d"},"schema_version":"1.0","source":{"id":"2412.08897","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.08897","created_at":"2026-07-05T10:33:07Z"},{"alias_kind":"arxiv_version","alias_value":"2412.08897v2","created_at":"2026-07-05T10:33:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.08897","created_at":"2026-07-05T10:33:07Z"},{"alias_kind":"pith_short_12","alias_value":"FU63CQT7G7T2","created_at":"2026-07-05T10:33:07Z"},{"alias_kind":"pith_short_16","alias_value":"FU63CQT7G7T2L3B4","created_at":"2026-07-05T10:33:07Z"},{"alias_kind":"pith_short_8","alias_value":"FU63CQT7","created_at":"2026-07-05T10:33:07Z"}],"graph_snapshots":[{"event_id":"sha256:a1faf1cfaf2182e286e0ee2488f9ed04e58223ade0e4f510882cd253a06f81ae","target":"graph","created_at":"2026-07-05T10:33:07Z","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/2412.08897/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We consider the problem of how a trusted, but computationally bounded agent (a 'verifier') can learn to interact with one or more powerful but untrusted agents ('provers') in order to solve a given task. More specifically, we study the case in which agents are represented using neural networks and refer to solutions of this problem as neural interactive proofs. First we introduce a unifying framework based on prover-verifier games, which generalises previously proposed interaction protocols. We then describe several new protocols for generating neural interactive proofs, and provide a theoreti","authors_text":"Lewis Hammond, Sam Adam-Day","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-12T03:21:53Z","title":"Neural Interactive Proofs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.08897","kind":"arxiv","version":2},"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":"sha256:0acc8fec9d3f67e66a1ce6f621f4372f729bd620729554a29784be9ed1712336","target":"record","created_at":"2026-07-05T10:33:07Z","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":"7e73858952e9f20a8df3adc94f81219b9d07125de67eb0b45a479ed610aba2be","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-12-12T03:21:53Z","title_canon_sha256":"e2635ab65ff4bf9ecb0e8e469389f86de6458e4794db91ffc61c1cebc033146d"},"schema_version":"1.0","source":{"id":"2412.08897","kind":"arxiv","version":2}},"canonical_sha256":"2d3db1427f37e7a5ec3c55b92415f1f3531e141ac48fa40f7a01f88b4bf004d8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2d3db1427f37e7a5ec3c55b92415f1f3531e141ac48fa40f7a01f88b4bf004d8","first_computed_at":"2026-07-05T10:33:07.370167Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:33:07.370167Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lzvP66fPnY0CB6a5IIwEkzD3h+hShpKs5mQn6FcMMhpdisg6SrkeLOuz2rn5PH9MvL45iER9QyclzkYeuhxuDA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:33:07.370963Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.08897","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0acc8fec9d3f67e66a1ce6f621f4372f729bd620729554a29784be9ed1712336","sha256:a1faf1cfaf2182e286e0ee2488f9ed04e58223ade0e4f510882cd253a06f81ae"],"state_sha256":"d5750a9bda4eb72c2911da0694319e76fbef09a2088387958124141d8709e57c"}