{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:S5UYO2XWNSSRTF5XMTJBBE4F2K","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":"cf69f4a1d90853d9d18e9ba3cecb6db845da99790a1e6d4cd143584d8c670e86","cross_cats_sorted":["cs.CL","cs.SE","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2019-04-04T23:06:09Z","title_canon_sha256":"02ba71607e0ec9165119b1dc3656772a9cf3b9251c0e13b46f8dfe9daaf2abbf"},"schema_version":"1.0","source":{"id":"1904.02818","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1904.02818","created_at":"2026-05-17T23:49:19Z"},{"alias_kind":"arxiv_version","alias_value":"1904.02818v1","created_at":"2026-05-17T23:49:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1904.02818","created_at":"2026-05-17T23:49:19Z"},{"alias_kind":"pith_short_12","alias_value":"S5UYO2XWNSSR","created_at":"2026-05-18T12:33:27Z"},{"alias_kind":"pith_short_16","alias_value":"S5UYO2XWNSSRTF5X","created_at":"2026-05-18T12:33:27Z"},{"alias_kind":"pith_short_8","alias_value":"S5UYO2XW","created_at":"2026-05-18T12:33:27Z"}],"graph_snapshots":[{"event_id":"sha256:5efcff478c9d616c4410d4694f51d0f49aee250af2e2bfa7b6ad2778a548595f","target":"graph","created_at":"2026-05-17T23:49:19Z","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":"Programming languages are emerging as a challenging and interesting domain for machine learning. A core task, which has received significant attention in recent years, is building generative models of source code. However, to our knowledge, previous generative models have always been framed in terms of generating static snapshots of code. In this work, we instead treat source code as a dynamic object and tackle the problem of modeling the edits that software developers make to source code files. This requires extracting intent from previous edits and leveraging it to generate subsequent edits.","authors_text":"Daniel Tarlow, David Bieber, Kevin Swersky, Rui Zhao","cross_cats":["cs.CL","cs.SE","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2019-04-04T23:06:09Z","title":"Neural Networks for Modeling Source Code Edits"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1904.02818","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":"sha256:22065592b614bc25790dd459272ca7a441a210a041cf2fabd78802c2a6ac8606","target":"record","created_at":"2026-05-17T23:49:19Z","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":"cf69f4a1d90853d9d18e9ba3cecb6db845da99790a1e6d4cd143584d8c670e86","cross_cats_sorted":["cs.CL","cs.SE","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2019-04-04T23:06:09Z","title_canon_sha256":"02ba71607e0ec9165119b1dc3656772a9cf3b9251c0e13b46f8dfe9daaf2abbf"},"schema_version":"1.0","source":{"id":"1904.02818","kind":"arxiv","version":1}},"canonical_sha256":"9769876af66ca51997b764d2109385d28ec0c5c88e3ffa6f021cd3a19b18b7f9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9769876af66ca51997b764d2109385d28ec0c5c88e3ffa6f021cd3a19b18b7f9","first_computed_at":"2026-05-17T23:49:19.552165Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:49:19.552165Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"m+hBUaljElpIpfWhyFuZUC9nEkNwyxTMhu0LXOZNZKuFOvtvkdjK8F161w30h7lykEPDK4UfFh8lmEb/38rrAw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:49:19.552914Z","signed_message":"canonical_sha256_bytes"},"source_id":"1904.02818","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:22065592b614bc25790dd459272ca7a441a210a041cf2fabd78802c2a6ac8606","sha256:5efcff478c9d616c4410d4694f51d0f49aee250af2e2bfa7b6ad2778a548595f"],"state_sha256":"6dd93d29cf1541a379fcf485e89d33e58e037a7343d4701f230d76f773c0455b"}