{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:BMZTDA5MVL6MXI6NPHT4I3Q2BY","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":"84980fce55565b826dd35728d27cf4525bd0e93385c2260345306458b29c1db1","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-02-19T07:07:44Z","title_canon_sha256":"5a0aaee614e0a4cf7e7e4a35ebcc3ee8b793a63699f7e1c5d7de7fd578a7cd52"},"schema_version":"1.0","source":{"id":"2402.11892","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.11892","created_at":"2026-07-05T09:34:34Z"},{"alias_kind":"arxiv_version","alias_value":"2402.11892v2","created_at":"2026-07-05T09:34:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.11892","created_at":"2026-07-05T09:34:34Z"},{"alias_kind":"pith_short_12","alias_value":"BMZTDA5MVL6M","created_at":"2026-07-05T09:34:34Z"},{"alias_kind":"pith_short_16","alias_value":"BMZTDA5MVL6MXI6N","created_at":"2026-07-05T09:34:34Z"},{"alias_kind":"pith_short_8","alias_value":"BMZTDA5M","created_at":"2026-07-05T09:34:34Z"}],"graph_snapshots":[{"event_id":"sha256:923de94d5245995564ea66bba3170a73c7d4a5d58ca99aaf586398878528a46f","target":"graph","created_at":"2026-07-05T09:34:34Z","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/2402.11892/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we propose shifting the focus of robustness evaluation for Neural Program Repair (NPR) techniques toward naturally-occurring data transformations. To accomplish this, we first examine the naturalness of semantic-preserving transformations through a two-stage human study. This study includes (1) interviews with senior software developers to establish concrete criteria for evaluating the naturalness of these transformations, and (2) a survey involving 10 developers to assess the naturalness of 1,178 transformations, i.e., pairs of original and transformed programs, applied to 225 ","authors_text":"Bach Le, Dat Nguyen, Thanh Le-Cong, Toby Murray","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-02-19T07:07:44Z","title":"Towards Reliable Evaluation of Neural Program Repair with Natural Robustness Testing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.11892","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":"sha256:47d391e7332812ac276cb2c57e34f525035aa6f2a4cef8c89ffa190e67b2a26b","target":"record","created_at":"2026-07-05T09:34:34Z","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":"84980fce55565b826dd35728d27cf4525bd0e93385c2260345306458b29c1db1","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2024-02-19T07:07:44Z","title_canon_sha256":"5a0aaee614e0a4cf7e7e4a35ebcc3ee8b793a63699f7e1c5d7de7fd578a7cd52"},"schema_version":"1.0","source":{"id":"2402.11892","kind":"arxiv","version":2}},"canonical_sha256":"0b333183acaafccba3cd79e7c46e1a0e340fb077b642f44b0ed4e9c498763c2d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0b333183acaafccba3cd79e7c46e1a0e340fb077b642f44b0ed4e9c498763c2d","first_computed_at":"2026-07-05T09:34:34.500884Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:34:34.500884Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IXg/p+EzQ/4MTh/fXyg2Wb9adGd7zQON2pKu7QYxfW/Ba3UNtQI1iQ6TnEZ68SqxlmotU6QHMbfYFYZ5gspPDw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:34:34.501280Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.11892","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:47d391e7332812ac276cb2c57e34f525035aa6f2a4cef8c89ffa190e67b2a26b","sha256:923de94d5245995564ea66bba3170a73c7d4a5d58ca99aaf586398878528a46f"],"state_sha256":"a812ab1121aab89f15158b5991e88b71479efef83e72b1a8047fd236507565a2"}