{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:FZVDE5PRJYFPPQBYY4IBSSWFN2","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":"a99cfa51948f83d63743adfdb67079846c97331ccf61ab198dbb45a0076dee67","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2016-11-07T15:25:53Z","title_canon_sha256":"7c60bf72d8f3e952c5a3a851ef22b48aac5c6711bff0d297eb70faaed07ba2ce"},"schema_version":"1.0","source":{"id":"1611.02109","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1611.02109","created_at":"2026-05-18T00:49:41Z"},{"alias_kind":"arxiv_version","alias_value":"1611.02109v2","created_at":"2026-05-18T00:49:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1611.02109","created_at":"2026-05-18T00:49:41Z"},{"alias_kind":"pith_short_12","alias_value":"FZVDE5PRJYFP","created_at":"2026-05-18T12:30:15Z"},{"alias_kind":"pith_short_16","alias_value":"FZVDE5PRJYFPPQBY","created_at":"2026-05-18T12:30:15Z"},{"alias_kind":"pith_short_8","alias_value":"FZVDE5PR","created_at":"2026-05-18T12:30:15Z"}],"graph_snapshots":[{"event_id":"sha256:c6053729588c7b4ffd31ea041edc631d6ab1a87ca833fa67bb4b22915ea969da","target":"graph","created_at":"2026-05-18T00:49:41Z","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 develop a framework for combining differentiable programming languages with neural networks. Using this framework we create end-to-end trainable systems that learn to write interpretable algorithms with perceptual components. We explore the benefits of inductive biases for strong generalization and modularity that come from the program-like structure of our models. In particular, modularity allows us to learn a library of (neural) functions which grows and improves as more tasks are solved. Empirically, we show that this leads to lifelong learning systems that transfer knowledge to new task","authors_text":"Alexander L. Gaunt, Daniel Tarlow, Marc Brockschmidt, Nate Kushman","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2016-11-07T15:25:53Z","title":"Differentiable Programs with Neural Libraries"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1611.02109","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":"sha256:14b200680e3e4a9dd5e074e153427b269c2d9ed3575b7c7c00554288e3888098","target":"record","created_at":"2026-05-18T00:49:41Z","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":"a99cfa51948f83d63743adfdb67079846c97331ccf61ab198dbb45a0076dee67","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2016-11-07T15:25:53Z","title_canon_sha256":"7c60bf72d8f3e952c5a3a851ef22b48aac5c6711bff0d297eb70faaed07ba2ce"},"schema_version":"1.0","source":{"id":"1611.02109","kind":"arxiv","version":2}},"canonical_sha256":"2e6a3275f14e0af7c038c710194ac56eb7f881428db0728f2ce0c56187435514","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2e6a3275f14e0af7c038c710194ac56eb7f881428db0728f2ce0c56187435514","first_computed_at":"2026-05-18T00:49:41.959428Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:49:41.959428Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BiBgdiZac2JVGpHBjeXrd//a72UHf6WaIqo/bZMzwnAg9zg09Ni2QWmZO0h1nl+6YcUsqX9NYW7tyOv+uMufBw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:49:41.959907Z","signed_message":"canonical_sha256_bytes"},"source_id":"1611.02109","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:14b200680e3e4a9dd5e074e153427b269c2d9ed3575b7c7c00554288e3888098","sha256:c6053729588c7b4ffd31ea041edc631d6ab1a87ca833fa67bb4b22915ea969da"],"state_sha256":"5992f3c96ecc7fecec1c13d24aca851e83f9fed395119a18eaf6b0c525f9ef04"}