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Providing personalized and timely feedback for student's programming assignments is useful for programming education. Automated program repair (APR) techniques have been used to fix the bugs in programming assignments, where the Large…

计算机与社会 · 计算机科学 2024-10-30 Fang Liu , Zhenwei Liu , Qianhui Zhao , Jing Jiang , Li Zhang , Ge Li , Zian Sun , Zhongqi Li , Yuchi Ma

Large Language Models (LLMs) have emerged as promising tools in software development, enabling automated code generation and analysis. However, their knowledge is limited to a fixed cutoff date, making them prone to generating code…

密码学与安全 · 计算机科学 2025-12-01 Minjae Seo , Wonwoo Choi , Myoungsung You , Seungwon Shin

Automated program repair (APR) aims to fix software bugs automatically and plays a crucial role in software development and maintenance. With the recent advances in deep learning (DL), an increasing number of APR techniques have been…

软件工程 · 计算机科学 2023-11-02 Quanjun Zhang , Chunrong Fang , Yuxiang Ma , Weisong Sun , Zhenyu Chen

Automated program repair (APR) has achieved promising results, especially using neural networks. Yet, the overwhelming majority of patches produced by APR tools are confined to one single location. When looking at the patches produced with…

软件工程 · 计算机科学 2024-07-11 He Ye , Martin Monperrus

Recent advances in large language models (LLMs) have shown significant potential to automate various software development tasks, including code completion, test generation, and bug fixing. However, the application of LLMs for automated bug…

软件工程 · 计算机科学 2024-09-05 Yizhou Liu , Pengfei Gao , Xinchen Wang , Jie Liu , Yexuan Shi , Zhao Zhang , Chao Peng

Modern automated program repair (APR) is well-tuned to finding and repairing bugs that introduce observable erroneous behavior to a program. However, a significant class of bugs does not lead to such observable behavior (e.g.,…

软件工程 · 计算机科学 2022-11-09 Omar I. Al-Bataineh , Leon Moonen

Identifying and resolving software faults remains a challenging and resource-intensive process. Traditional fault localization techniques, such as Spectrum-Based Fault Localization (SBFL), leverage statistical analysis of test coverage but…

软件工程 · 计算机科学 2025-03-20 Md Nakhla Rafi , Dong Jae Kim , Tse-Hsun Chen , Shaowei Wang

With advances in large language models (LLMs), new opportunities have emerged to develop tools that support the digital hardware design process. In this work, we explore how LLMs can assist with explaining the root cause of design issues…

硬件体系结构 · 计算机科学 2025-07-10 Siyu Qiu , Muzhi Wang , Raheel Afsharmazayejani , Mohammad Moradi Shahmiri , Benjamin Tan , Hammond Pearce

Debugging functional Verilog bugs consumes a significant portion of front-end design time. While Large Language Models (LLMs) have demonstrated great potential in mitigating this effort, existing LLM-based automated debugging methods…

软件工程 · 计算机科学 2025-08-25 Bingkun Yao , Ning Wang , Xiangfeng Liu , Yuxin Du , Yuchen Hu , Hong Gao , Zhe Jiang , Nan Guan

Bug fixing is generally a manually-intensive task. However, recent work has proposed the idea of automated program repair, which aims to repair (at least a subset of) bugs in different ways such as code mutation, etc. Following in the same…

软件工程 · 计算机科学 2019-07-05 Hideaki Hata , Emad Shihab , Graham Neubig

Modern Java projects increasingly adopt static analysis tools that prevent null-pointer exceptions by treating nullness as a type property. However, integrating such tools into large, existing codebases remains a significant challenge.…

软件工程 · 计算机科学 2026-02-09 Nima Karimipour , Pascal Joos , Michael Pradel , Martin Kellogg , Manu Sridharan

Large Language Model (LLM) - based Automated Program Repair (APR) systems are increasingly integrated into modern software development workflows, offering automated patches in response to natural language bug reports. However, this reliance…

软件工程 · 计算机科学 2026-05-26 Piotr Przymus , Andreas Happe , Jürgen Cito

Automated generation of feedback on programming assignments holds significant benefits for programming education, especially when it comes to advanced assignments. Automated Program Repair techniques, especially Large Language Model based…

软件工程 · 计算机科学 2024-04-03 Qianhui Zhao , Fang Liu , Li Zhang , Yang Liu , Zhen Yan , Zhenghao Chen , Yufei Zhou , Jing Jiang , Ge Li

Large Language Models (LLMs) have become increasingly popular for generating RTL code. However, producing error-free RTL code in a zero-shot setting remains highly challenging for even state-of-the-art LLMs, often leading to issues that…

硬件体系结构 · 计算机科学 2024-12-09 Mubashir ul Islam , Humza Sami , Pierre-Emmanuel Gaillardon , Valerio Tenace

In the past decade, research on test-suite-based automatic program repair has grown significantly. Each year, new approaches and implementations are featured in major software engineering venues. However, most of those approaches are…

软件工程 · 计算机科学 2019-05-29 Thomas Durieux , Fernanda Madeiral , Matias Martinez , Rui Abreu

Automatic program repair (APR) techniques have the potential to reduce manual efforts in uncovering and repairing program defects during the code review (CR) process. However, the limited accuracy and considerable time costs associated with…

软件工程 · 计算机科学 2024-01-01 Zelin Zhao , Zhaogui Xu , Jialong Zhu , Peng Di , Yuan Yao , Xiaoxing Ma

In this paper, we do automatic correctness assessment for patches generated by program repair systems. We consider the human-written patch as ground truth oracle and randomly generate tests based on it, a technique proposed by Shamshiri et…

软件工程 · 计算机科学 2021-05-10 He Ye , Matias Martinez , Martin Monperrus

Automated code translation aims to convert programs between different programming languages while maintaining their functionality. Due to the imperfections of code translation models, the generated translations may contain errors that…

软件工程 · 计算机科学 2025-09-19 Shuo Jin , Songqiang Chen , Xiaoyuan Xie , Shing-Chi Cheung

The automated program repair field has attracted substantial interest over the years, but despite significant research efforts, creating a system that works well for complex semantic bugs such as security vulnerabilities has proven…

密码学与安全 · 计算机科学 2024-02-26 Berkay Berabi , Alexey Gronskiy , Veselin Raychev , Gishor Sivanrupan , Victor Chibotaru , Martin Vechev

Automated program repair (APR) aims to help developers improve software reliability by generating patches for buggy programs. Although many code language models (CLM) are developed and effective in many software tasks such as code…

软件工程 · 计算机科学 2023-04-18 Nan Jiang , Kevin Liu , Thibaud Lutellier , Lin Tan