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As large language models (LLMs) advance their mathematical capabilities toward the IMO level, the scarcity of challenging, high-quality problems for training and evaluation has become a significant bottleneck. Simultaneously, recent code…

Computation and Language · Computer Science 2026-03-05 Dadi Guo , Yuejin Xie , Qingyu Liu , Jiayu Liu , Zhiyuan Fan , Qihan Ren , Shuai Shao , Tianyi Zhou , Dongrui Liu , Yi R. Fung

We describe a system that simplifies the process of debugging programs produced by computer-aided parallelization tools. The system uses relative debugging techniques to compare serial and parallel executions in order to show where the…

Software Engineering · Computer Science 2007-05-23 Robert Hood , Gabriele Jost

Software debugging, and program repair are among the most time-consuming and labor-intensive tasks in software engineering that would benefit a lot from automation. In this paper, we propose a novel automated program repair approach based…

Software Engineering · Computer Science 2021-04-01 Ehsan Mashhadi , Hadi Hemmati

Quantum computers are becoming more mainstream. As more programmers are starting to look at writing quantum programs, they need to test and debug their code. In this paper, we discuss various use-cases for quantum computers, either…

Software Engineering · Computer Science 2021-03-17 Andriy Miranskyy , Lei Zhang , Javad Doliskani

Coding agents are rapidly changing the landscape of software development, moving from inline completion to autonomous systems that edit repositories, open pull requests, respond to issues, and run scheduled or webhook triggered routines…

Software Engineering · Computer Science 2026-05-11 Nghi D. Q. Bui , Georgios Evangelopoulos

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…

Software Engineering · Computer Science 2019-05-29 Thomas Durieux , Fernanda Madeiral , Matias Martinez , Rui Abreu

In this paper, we address the problem of manual debugging, which nowadays remains resource-intensive and in some parts archaic. This problem is especially evident in increasingly complex and distributed software systems. Therefore, our…

Software Engineering · Computer Science 2025-08-21 Dennis Schiese , Andreas Both

Debugging is one of the most important and time consuming activities in software maintenance, yet mainstream debuggers are not well-adapted to several debugging scenarios. This has led to the research of new techniques covering specific…

Programming Languages · Computer Science 2019-09-10 Thomas Dupriez , Guillermo Polito , Steven Costiou , Vincent Aranega , Stéphane Ducasse

Rigorous software testing is crucial for developing and maintaining high-quality code, making automated test generation a promising avenue for both improving software quality and boosting the effectiveness of code generation methods.…

Software Engineering · Computer Science 2025-02-10 Niels Mündler , Mark Niklas Müller , Jingxuan He , Martin Vechev

Despite coding agents' advances in handling increasingly complex tasks, their continued tendency to introduce unintended edits, subtle bugs, and scope drift that slip past code review means developers must still decide how much autonomy to…

Human-Computer Interaction · Computer Science 2026-05-13 Tanjal Shukla , K. J. Kevin Feng , Leijie Wang , Mohammad Rostami , Amy X. Zhang

We explore the application of Information Retrieval (IR) based bug localization methods at a large industrial setting, Facebook. Facebook's code base evolves rapidly, with thousands of code changes being committed to a monolithic repository…

Software Engineering · Computer Science 2021-03-18 Vijayaraghavan Murali , Lee Gross , Rebecca Qian , Satish Chandra

Compiler diagnostics for type inference failures are notoriously bad, and type classes only make the problem worse. By introducing a complex search process during inference, type classes can lead to wholly inscrutable or useless errors. We…

Programming Languages · Computer Science 2025-04-29 Gavin Gray , Will Crichton , Shriram Krishnamurthi

Large language models (LLMs) are leading significant progress in code generation. Beyond one-pass code generation, recent works further integrate unit tests and program verifiers into LLMs to iteratively refine the generated programs.…

Software Engineering · Computer Science 2024-06-12 Li Zhong , Zilong Wang , Jingbo Shang

In the past couple of decades, significant research efforts have been devoted to the prediction of software bugs (i.e., defects). In general, these works leverage a diverse set of metrics, tools, and techniques to predict which classes,…

Software Engineering · Computer Science 2024-08-06 Ehsan Mashhadi , Shaiful Chowdhury , Somayeh Modaberi , Hadi Hemmati , Gias Uddin

Modern development environments provide a widely used auto-correction facility for quickly repairing syntactic errors. Auto-correction cannot deal with semantic errors, which are much more difficult to repair. Automated program repair…

Software Engineering · Computer Science 2022-02-14 Steven P. Reiss , Qi Xin

In the domain of Software Engineering, program analysis and understanding has been considered to be a very challenging task since decade, as it demands dedicated time and efforts. The analysis of source code may occasionally be…

Software Engineering · Computer Science 2019-05-01 Safeeullah Soomro , Mohammad Riyaz Belgaum , Zainab Alansari , Mahdi H Miraz

Coding agents powered by large language models (LLMs) have gained traction for automating code generation through iterative problem-solving with minimal human involvement. Despite the emergence of various frameworks, e.g., LangChain,…

Machine Learning · Computer Science 2025-08-19 Junpeng Wang , Yuzhong Chen , Menghai Pan , Chin-Chia Michael Yeh , Mahashweta Das

Computational notebooks became indispensable tools for research-related development, offering unprecedented interactivity and flexibility in the development process. However, these benefits come at the cost of reproducibility and an…

Software Engineering · Computer Science 2024-05-06 Konstantin Grotov , Sergey Titov , Yaroslav Zharov , Timofey Bryksin

In order to meet the needs of students' programming debugging ability training, this paper designs and implements a data acquisition and analysis system for programming debugging process based on VS Code plug-in, which aims to solve the…

Software Engineering · Computer Science 2025-11-11 Boyang Liu

Automatic program repair usually relies heavily on test cases for both bug identification and fix validation. The issue is that writing test cases is tedious, running them takes much time, and validating a fix through tests does not…

Software Engineering · Computer Science 2024-05-10 Li Huang , Bertrand Meyer , Ilgiz Mustafin , Manuel Oriol