RAP-Gen: Retrieval-Augmented Patch Generation with CodeT5 for Automatic Program Repair

Author:

Wang Weishi1,Wang Yue2,Joty Shafiq3,Hoi Steven C.H.2

Affiliation:

1. Nanyang Technological University, Singapore, Singapore / Salesforce AI Research, Singapore, Singapore

2. Salesforce AI Research, Singapore, Singapore

3. Salesforce AI Research, Palo Alto, USA

Publisher

ACM

Reference79 articles.

1. Wasi Uddin Ahmad , Saikat Chakraborty , Baishakhi Ray , and Kai-Wei Chang . 2021. Unified Pre-training for Program Understanding and Generation . In NAACL-HLT. Association for Computational Linguistics , 2655–2668. Wasi Uddin Ahmad, Saikat Chakraborty, Baishakhi Ray, and Kai-Wei Chang. 2021. Unified Pre-training for Program Understanding and Generation. In NAACL-HLT. Association for Computational Linguistics, 2655–2668.

2. Miltiadis Allamanis Henry Jackson-Flux and Marc Brockschmidt. 2021. Self-Supervised Bug Detection and Repair. In NeurIPS. 27865–27876. Miltiadis Allamanis Henry Jackson-Flux and Marc Brockschmidt. 2021. Self-Supervised Bug Detection and Repair. In NeurIPS. 27865–27876.

3. Earl T. Barr Yuriy Brun Premkumar T. Devanbu Mark Harman and Federica Sarro. 2014. The plastic surgery hypothesis. In SIGSOFT FSE. ACM 306–317. Earl T. Barr Yuriy Brun Premkumar T. Devanbu Mark Harman and Federica Sarro. 2014. The plastic surgery hypothesis. In SIGSOFT FSE. ACM 306–317.

4. Berkay Berabi , Jingxuan He , Veselin Raychev , and Martin T . Vechev . 2021 . TFix: Learning to Fix Coding Errors with a Text-to-Text Transformer. In ICML (Proceedings of Machine Learning Research , Vol. 139). PMLR, 780– 791 . Berkay Berabi, Jingxuan He, Veselin Raychev, and Martin T. Vechev. 2021. TFix: Learning to Fix Coding Errors with a Text-to-Text Transformer. In ICML (Proceedings of Machine Learning Research, Vol. 139). PMLR, 780–791.

5. Nghi Bui , Yue Wang , and Steven C. H . Hoi . 2022 . Detect-Localize-Repair: A Unified Framework for Learning to Debug with CodeT5. In EMNLP (Findings). Association for Computational Linguistics , 812–823. Nghi Bui, Yue Wang, and Steven C. H. Hoi. 2022. Detect-Localize-Repair: A Unified Framework for Learning to Debug with CodeT5. In EMNLP (Findings). Association for Computational Linguistics, 812–823.

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2. One Size Does Not Fit All: Multi-granularity Patch Generation for Better Automated Program Repair;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

3. FortifyPatch: Towards Tamper-Resistant Live Patching in Linux-Based Hypervisor;Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis;2024-09-11

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