代码大模型 / AI 编程

COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data Synthesis

Weiqing Yang, Hanbin Wang, Zhenghao Liu, Xinze Li, Yukun Yan, Shuo Wang, Yu Gu, Minghe Yu, Zhiyuan Liu, Ge Yu

专题命中 程序修复 ：code generation(abstract)；分类 cs.SE、cs.AI

xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition

Artyom Stitsyuk, Jaesik Choi

专题命中 程序修复 ：repository(abstract)；分类 cs.AI、cs.LG

To Err is Machine: Vulnerability Detection Challenges LLM Reasoning

Benjamin Steenhoek, Md Mahbubur Rahman, Monoshi Kumar Roy, Mirza Sanjida Alam, Hengbo Tong, Swarna Das, Earl T. Barr, Wei Le

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT

Chunqiu Steven Xia, Lingming Zhang

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Journal ref ISSTA 2024: Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis

Revisiting the Plastic Surgery Hypothesis via Large Language Models

Chunqiu Steven Xia, Yifeng Ding, Lingming Zhang

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Journal ref ASE 2023: Proceedings of the 38th IEEE/ACM International Conference on Automated Software Engineering

TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables

Yuxuan Wang, Haixu Wu, Jiaxiang Dong, Guo Qin, Haoran Zhang, Yong Liu, Yunzhong Qiu, Jianmin Wang, Mingsheng Long

专题命中 程序修复 ：repository(abstract)；分类 cs.AI、cs.LG

In-Context Code-Text Learning for Bimodal Software Engineering

Xunzhu Tang, Liran Wang, Yonghui Liu, Linzheng Chai, Jian Yang, Zhoujun Li, Haoye Tian, Jacques Klein, Tegawende F. Bissyande

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.AI

WatChat: Explaining perplexing programs by debugging mental models

Kartik Chandra, Katherine M. Collins, Will Crichton, Tony Chen, Tzu-Mao Li, Adrian Weller, Rachit Nigam, Joshua Tenenbaum, Jonathan Ragan-Kelley

专题命中 程序修复 ：program synthesis(abstract)；分类 cs.AI、cs.PL

Comments This is a preprint of work presented in early-stage non-archival form at the ACL Natural Language Reasoning and Structured Explanations Workshop

ITER: Iterative Neural Repair for Multi-Location Patches

He Ye, Martin Monperrus

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Journal ref Proceedings of International Conference on Software Engineering, 2024

Learning to Embed Time Series Patches Independently

Seunghan Lee, Taeyoung Park, Kibok Lee

专题命中 程序修复 ：repository(abstract)；分类 cs.AI、cs.LG

Comments ICLR 2024

Peer-aided Repairer: Empowering Large Language Models to Repair Advanced Student Assignments

Qianhui Zhao, Fang Liu, Li Zhang, Yang Liu, Zhen Yan, Zhenghao Chen, Yufei Zhou, Jing Jiang, Ge Li

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.AI

Comments On-going work

How Effective Are Neural Networks for Fixing Security Vulnerabilities

Yi Wu, Nan Jiang, Hung Viet Pham, Thibaud Lutellier, Jordan Davis, Lin Tan, Petr Babkin, Sameena Shah

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.AI

Comments This paper was accepted in the proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA 2023), and was presented at the conference, that was held in Seattle, USA, 17-21 July 2023

Code Security Vulnerability Repair Using Reinforcement Learning with Large Language Models

Nafis Tanveer Islam, Mohammad Bahrami Karkevandi, Peyman Najafirad

专题命中 程序修复 ：code generation(abstract)；分类 cs.SE、cs.AI

On Repairing Quantum Programs Using ChatGPT

Xiaoyu Guo, Jianjun Zhao, Pengzhan Zhao

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.PL

Comments The 5th International Workshop on Quantum Software Engineering (Q-SE 2024)

AdaptivePaste: Code Adaptation through Learning Semantics-aware Variable Usage Representations

Xiaoyu Liu, Jinu Jang, Neel Sundaresan, Miltiadis Allamanis, Alexey Svyatkovskiy

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.CL

Frustrated with Code Quality Issues? LLMs can Help!

Nalin Wadhwa, Jui Pradhan, Atharv Sonwane, Surya Prakash Sahu, Nagarajan Natarajan, Aditya Kanade, Suresh Parthasarathy, Sriram Rajamani

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.AI

Better patching using LLM prompting, via Self-Consistency

Toufique Ahmed, Premkumar Devanbu

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Comments Accepted at ASE-NIER (2023) track

Invalidator: Automated Patch Correctness Assessment via Semantic and Syntactic Reasoning

Thanh Le-Cong, Duc-Minh Luong, Xuan Bach D. Le, David Lo, Nhat-Hoa Tran, Bui Quang-Huy, Quyet-Thang Huynh

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Journal ref IEEE Transactions on Software Engineering, 2023

Detect-Localize-Repair: A Unified Framework for Learning to Debug with CodeT5

Nghi D. Q. Bui, Yue Wang, Steven Hoi

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.CL

Comments Accepted to EMNLP 2022 Findings Track

Repairing Bugs in Python Assignments Using Large Language Models

Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.AI

BED: A Real-Time Object Detection System for Edge Devices

Guanchu Wang, Zaid Pervaiz Bhat, Zhimeng Jiang, Yi-Wei Chen, Daochen Zha, Alfredo Costilla Reyes, Afshin Niktash, Gorkem Ulkar, Erman Okman, Xuanting Cai, Xia Hu

专题命中 程序修复 ：repository(abstract)；分类 cs.AI、cs.LG

Mapping the Structure and Evolution of Software Testing Research Over the Past Three Decades

Alireza Salahirad, Gregory Gay, Ehsan Mohammadi

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Comments To appear, Journal of Systems and Software

Enabling Automatic Repair of Source Code Vulnerabilities Using Data-Driven Methods

Anastasiia Grishina

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Comments Accepted for the ICSE '22 Doctoral Symposium

TSSB-3M: Mining single statement bugs at massive scale

Cedric Richter, Heike Wehrheim

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.PL

Comments 7 pages, 2 figures

Data-Driven AI Model Signal-Awareness Enhancement and Introspection

Sahil Suneja, Yufan Zhuang, Yunhui Zheng, Jim Laredo, Alessandro Morari

专题命中 程序修复 ：code model(abstract)；分类 cs.SE、cs.AI

Comments Fixed author email ids

DeepDebug: Fixing Python Bugs Using Stack Traces, Backtranslation, and Code Skeletons

Dawn Drain, Colin B. Clement, Guillermo Serrato, Neel Sundaresan

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Exploring Plausible Patches Using Source Code Embeddings in JavaScript

Viktor Csuvik, Dániel Horváth, Márk Lajkó, László Vidács

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.AI

Comments Paper accepted in APR2021 conference

SCELMo: Source Code Embeddings from Language Models

Rafael - Michael Karampatsis, Charles Sutton

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.LG

Comments 12 pages

How Often Do Single-Statement Bugs Occur? The ManySStuBs4J Dataset

Rafael-Michael Karampatsis, Charles Sutton

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.PL

Comments 5 pages; to appear in Proceedings of MSR 2020

Using Dynamic Analysis to Generate Disjunctive Invariants

ThanhVu Nguyen, Deepak Kapur, Westley Weimer, Stephanie Forrest

专题命中 程序修复 ：program repair(abstract)；分类 cs.SE、cs.PL

Comments appear in ICSE 2014