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API misuse in code generated by large language models (LLMs) presents a serious and growing challenge in software development, as although LLMs demonstrate impressive code generation capabilities, their interactions with complex library…

Software Engineering · Computer Science 2025-12-19 Terry Yue Zhuo , Junda He , Jiamou Sun , Zhenchang Xing , David Lo , John Grundy , Xiaoning Du

Access control policies are vital for securing modern cloud computing, where organizations must manage access to sensitive data across thousands of users in distributed system settings. Cloud administrators typically write and update…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-02 Bethel Hall , Owen Ungaro , William Eiers

Automated Program Repair (APR) has emerged as a promising paradigm for reducing debugging time and improving the overall efficiency of software development. Recent advances in Large Language Models (LLMs) have demonstrated their potential…

Software Engineering · Computer Science 2025-09-23 Shunyu Liu , Guangdong Bai , Mark Utting , Guowei Yang

This study explores the potential of Large Language Models (LLMs) in automating the repair of C programs. We present a framework that integrates spectrum-based fault localization (SBFL), runtime feedback, and Chain-of-Thought-structured…

Software Engineering · Computer Science 2025-09-04 Mahdi Farzandway , Fatemeh Ghassemi

The widespread adoption of REST APIs, coupled with their growing complexity and size, has led to the need for automated REST API testing tools. Current tools focus on the structured data in REST API specifications but often neglect valuable…

Software Engineering · Computer Science 2024-01-31 Myeongsoo Kim , Tyler Stennett , Dhruv Shah , Saurabh Sinha , Alessandro Orso

This paper describes AutoFix, an automatic debugging technique that can fix faults in general-purpose software. To provide high-quality fix suggestions and to enable automation of the whole debugging process, AutoFix relies on the presence…

Software Engineering · Computer Science 2014-05-22 Yu Pei , Carlo A. Furia , Martin Nordio , Yi Wei , Bertrand Meyer , Andreas Zeller

Application Programming Interfaces (APIs) facilitate the integration of third-party dependencies within the code of client applications. However, changes to an API, such as deprecation, modification of parameter names or types, or complete…

Software Engineering · Computer Science 2026-04-14 Frank Reyes , May Mahmoud , Federico Bono , Sarah Nadi , Benoit Baudry , Martin Monperrus

Responsive websites frequently experience distorted layouts at specific screen sizes, called Responsive Layout Failures (RLFs). Manually repairing these RLFs involves tedious trial-and-error adjustments of HTML elements and CSS properties.…

Software Engineering · Computer Science 2025-11-04 Tasmia Zerin , Moumita Asad , B. M. Mainul Hossain , Kazi Sakib

Automated Program Repair (APR) techniques aim to automatically fix buggy programs. Among these, Large Language Model-based (LLM-based) approaches have shown great promise. Recent advances demonstrate that directly leveraging LLMs can…

Software Engineering · Computer Science 2025-07-01 Jiayi Zhang , Kai Huang , Jian Zhang , Yang Liu , Chunyang Chen

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…

Cryptography and Security · Computer Science 2024-02-26 Berkay Berabi , Alexey Gronskiy , Veselin Raychev , Gishor Sivanrupan , Victor Chibotaru , Martin Vechev

The growing use of large language models (LLMs) has increased the importance of natural language (NL) in software engineering. However, ambiguity of NL can harm software quality, as unclear problem descriptions may lead to incorrect program…

Software Engineering · Computer Science 2025-09-25 Haoxiang Jia , Robbie Morris , He Ye , Federica Sarro , Sergey Mechtaev

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…

Software Engineering · Computer Science 2024-04-03 Qianhui Zhao , Fang Liu , Li Zhang , Yang Liu , Zhen Yan , Zhenghao Chen , Yufei Zhou , Jing Jiang , Ge Li

This paper presents RTLFixer, a novel framework enabling automatic syntax errors fixing for Verilog code with Large Language Models (LLMs). Despite LLM's promising capabilities, our analysis indicates that approximately 55% of errors in…

Hardware Architecture · Computer Science 2024-05-22 Yun-Da Tsai , Mingjie Liu , Haoxing Ren

Automated Program Repair (APR) aims to automatically generate correct patches for buggy programs. Recent approaches leveraging large language models (LLMs) have shown promise but face limitations. Most rely solely on static analysis,…

Software Engineering · Computer Science 2026-04-21 Zhili Huang , Ling Xu , Chao Liu , Weifeng Sun , Xu Zhang , Yan Lei , Meng Yan , Hongyu Zhang

Automated Program Repair (APR) plays a critical role in enhancing the quality and reliability of software systems. While substantial progress has been made in Java-based APR, largely facilitated by benchmarks like Defects4J, there remains a…

Software Engineering · Computer Science 2025-12-03 Jian Wang , Xiaofei Xie , Qiang Hu , Shangqing Liu , Jiongchi Yu , Jiaolong Kong , Yi Li

Memory-related errors in C programming continue to pose significant challenges in software development, primarily due to the complexities of manual memory management inherent in the language. These errors frequently serve as vectors for…

Software Engineering · Computer Science 2025-06-24 Xiao Cheng , Zhihao Guo , Huan Huo , Yulei Sui

The existing deep learning (DL)-based automated program repair (APR) models are limited in fixing general software defects. % We present {\tool}, a DL-based approach that supports fixing for the general bugs that require dependent changes…

Software Engineering · Computer Science 2022-05-05 Yi Li , Shaohua Wang , Tien N. Nguyen

Automated Program Repair (APR) has benefited from the code understanding and generation capabilities of Large Language Models (LLMs). Existing feedback-based APR methods iteratively refine candidate patches using test execution feedback and…

Software Engineering · Computer Science 2026-04-22 Linhao Wu , Yifei Pei , Zhen Yang , Kainan Li , Zhonghang Lu , Hao Tan , Xiran Lyu , Jia Li , Yizhou Chen , Pengyu Xue , Kunwu Zheng , Dan Hao

The growing need for scalable, maintainable, and fast-deploying systems has made microservice architecture widely popular in software development. This paper presents a system that uses Large Language Models (LLMs) to automate the API-first…

Software Engineering · Computer Science 2025-03-05 Saurabh Chauhan , Zeeshan Rasheed , Abdul Malik Sami , Zheying Zhang , Jussi Rasku , Kai-Kristian Kemell , Pekka Abrahamsson

REST APIs (Representational State Transfer Application Programming Interfaces) play a vital role in modern cloud-native applications. As these APIs grow in complexity and scale, ensuring their correctness and robustness becomes increasingly…

Software Engineering · Computer Science 2025-08-05 Robbe Nooyens , Tolgahan Bardakci , Mutlu Beyazit , Serge Demeyer
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