{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:3IQ7HYX7SNZUDVFNRQS6QJBYY6","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":"14e236b2381e938fa8b6633d0f3c1ff5fe34d7b79843573fbae01b366b10cb2f","cross_cats_sorted":["cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-06-20T12:19:34Z","title_canon_sha256":"603fdec6ec6a4694aa373fcd81379b6685ac0706af448fc0435c7d57ba3cfe32"},"schema_version":"1.0","source":{"id":"1706.06383","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1706.06383","created_at":"2026-05-18T00:42:03Z"},{"alias_kind":"arxiv_version","alias_value":"1706.06383v1","created_at":"2026-05-18T00:42:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1706.06383","created_at":"2026-05-18T00:42:03Z"},{"alias_kind":"pith_short_12","alias_value":"3IQ7HYX7SNZU","created_at":"2026-05-18T12:30:58Z"},{"alias_kind":"pith_short_16","alias_value":"3IQ7HYX7SNZUDVFN","created_at":"2026-05-18T12:30:58Z"},{"alias_kind":"pith_short_8","alias_value":"3IQ7HYX7","created_at":"2026-05-18T12:30:58Z"}],"graph_snapshots":[{"event_id":"sha256:ac953ca8e34b928a898fe451847807cbce467f0f525e18f1f3b9855627e7a934","target":"graph","created_at":"2026-05-18T00:42:03Z","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"},"paper":{"abstract_excerpt":"We build deep RL agents that execute declarative programs expressed in formal language. The agents learn to ground the terms in this language in their environment, and can generalize their behavior at test time to execute new programs that refer to objects that were not referenced during training. The agents develop disentangled interpretable representations that allow them to generalize to a wide variety of zero-shot semantic tasks.","authors_text":"David Saxton, Misha Denil, Nando de Freitas, Sergio G\\'omez Colmenarejo, Serkan Cabi","cross_cats":["cs.NE","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-06-20T12:19:34Z","title":"Programmable Agents"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1706.06383","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":"sha256:4107604523c3d5acfdae78cdf0a88ded3db8754410665864d0b0d9b5939daefd","target":"record","created_at":"2026-05-18T00:42:03Z","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":"14e236b2381e938fa8b6633d0f3c1ff5fe34d7b79843573fbae01b366b10cb2f","cross_cats_sorted":["cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-06-20T12:19:34Z","title_canon_sha256":"603fdec6ec6a4694aa373fcd81379b6685ac0706af448fc0435c7d57ba3cfe32"},"schema_version":"1.0","source":{"id":"1706.06383","kind":"arxiv","version":1}},"canonical_sha256":"da21f3e2ff937341d4ad8c25e82438c7be297f23d1f8d34807a183dc9e6bd855","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"da21f3e2ff937341d4ad8c25e82438c7be297f23d1f8d34807a183dc9e6bd855","first_computed_at":"2026-05-18T00:42:03.379389Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:42:03.379389Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yrkTH9Ufx3IXgmMKSeT6GdbvHuQN413XXQSLOHpAjRbFf6b/6QeEpKe7ikuv2Q4RNABHnPXOFPJeFZC6cwiBBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:42:03.379932Z","signed_message":"canonical_sha256_bytes"},"source_id":"1706.06383","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4107604523c3d5acfdae78cdf0a88ded3db8754410665864d0b0d9b5939daefd","sha256:ac953ca8e34b928a898fe451847807cbce467f0f525e18f1f3b9855627e7a934"],"state_sha256":"49527d7934c135056c6df9efcb09479112a09449792199be97c70dceaf55cdb0"}