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We consider the problem of learning to repair programs from diagnostic feedback (e.g., compiler error messages). Program repair is challenging for two reasons: First, it requires reasoning and tracking symbols across source code and…

Software Engineering · Computer Science 2020-07-01 Michihiro Yasunaga , Percy Liang

Ensuring the reliability and resilience of modern web applications remains a critical challenge due to increasing system complexity and dynamic runtime environments. This study proposes a modular self-healing framework based on the…

Software Engineering · Computer Science 2026-05-20 Sales Aribe , Rov Japheth Oracion

As new technologies such as the Internet of Things (IoT) are integrated into Critical National Infrastructures (CNI), new cybersecurity threats emerge that require specific security solutions. Approaches used for analysis include the…

Cryptography and Security · Computer Science 2019-04-03 Uchenna D Ani , Jeremy D McK. Watson , Jason R. C. Nurse , Al Cook , Carsten Maple

Cascading failures (CF) entail component breakdowns spreading through infrastructure networks, causing system-wide collapse. Predicting CFs is of great importance for infrastructure stability and urban function. Despite extensive research…

Social and Information Networks · Computer Science 2025-03-06 Yinzhou Tang , Jinghua Piao , Huandong Wang , Shaw Rajib , Yong Li

Academic and research cyberinfrastructures (AR-CIs) present unique security challenges due to their collaborative nature, heterogeneous components, and the lack of practical security assessment frameworks tailored to their needs. We propose…

Cryptography and Security · Computer Science 2025-11-11 Qishen Liang , Jelena Mirkovic , Brian Kocoloski

Cyber-Physical Systems (CPS) integrate digital technologies with physical processes and are common in different domains and industries, such as robotic systems, autonomous vehicles or satellites. Debugging and verification of CPS software…

Software Engineering · Computer Science 2025-01-30 Pablo Valle

Infrastructure as Code (IaC) enables automated provisioning of large-scale cloud and on-premise environments, reducing the need for repetitive manual setup. However, this automation is a double-edged sword: a single misconfiguration in IaC…

Cryptography and Security · Computer Science 2026-01-22 Qiyue Mei , Michael Fu

Automatic Program Repair (APR) aims at fixing buggy source code with less manual debugging efforts, which plays a vital role in improving software reliability and development productivity. Recent APR works have achieved remarkable progress…

Software Engineering · Computer Science 2022-12-06 Wei Yuan , Quanjun Zhang , Tieke He , Chunrong Fang , Nguyen Quoc Viet Hung , Xiaodong Hao , Hongzhi Yin

Automated Program Repair (APR) proposes bug fixes to aid developers in maintaining software. The state of the art in this domain focuses on LLMs, leveraging their strong capabilities to comprehend specifications in natural language and to…

Software Engineering · Computer Science 2026-02-23 Viola Campos , Ridwan Shariffdeen , Adrian Ulges , Yannic Noller

Automated program repair (APR) using deep learning techniques has become an important area of research in recent years, aiming to automatically generate bug-fixing patches that can improve software reliability and maintainability. However,…

Software Engineering · Computer Science 2024-05-08 Reza Gharibi , Mohammad Hadi Sadreddini , Seyed Mostafa Fakhrahmad

Automatically fixing compilation errors can greatly raise the productivity of software development, by guiding the novice or AI programmers to write and debug code. Recently, learning-based program repair has gained extensive attention and…

Software Engineering · Computer Science 2022-10-11 Xueyang Li , Shangqing Liu , Ruitao Feng , Guozhu Meng , Xiaofei Xie , Kai Chen , Yang Liu

We consider repair tasks: given a critic (e.g., compiler) that assesses the quality of an input, the goal is to train a fixer that converts a bad example (e.g., code with syntax errors) into a good one (e.g., code with no syntax errors).…

Machine Learning · Computer Science 2021-06-23 Michihiro Yasunaga , Percy Liang

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) techniques have achieved conspicuous progress, and are now capable of producing genuinely correct fixes in scenarios that were well beyond their capabilities only a few years ago. Nevertheless, even when an…

Software Engineering · Computer Science 2026-04-28 Shifat Sahariar Bhuiyan , Abhishek Tiwari , Yu Pei , Carlo A. Furia

Context: As Industrial Cyber-Physical Systems (ICPS) become more connected and widely-distributed, often operating in safety-critical environments, we require innovative approaches to detect and diagnose the faults that occur in them.…

Software Engineering · Computer Science 2021-01-15 Barry Dowdeswell , Roopak Sinha , Stephen G. MacDonell

The increasing integration of modern IT technologies into OT technologies and industrial systems is expanding the vulnerability surface of legacy infrastructures, which often rely on outdated protocols and resource-constrained devices.…

Cryptography and Security · Computer Science 2025-05-07 Alessandro Lotto , Alessandro Brighente , Mauro Conti

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.,…

Software Engineering · Computer Science 2022-11-09 Omar I. Al-Bataineh , Leon Moonen

Monitoring the technical condition of infrastructure is a crucial element to its maintenance. Currently applied methods are outdated, labour-intensive and inaccurate. At the same time, the latest methods using Artificial Intelligence…

Computer Vision and Pattern Recognition · Computer Science 2021-11-30 Mateusz Żarski , Bartosz Wójcik , Jarosław Adam Miszczak

APR (Automated Program Repair) aims to automatically locate program defects, generate patches and validate the repairs. Existing techniques for APR are often combined with LLMs (Large Language Models), which leverages the code-related…

Software Engineering · Computer Science 2025-07-31 Haichuan Hu , Xiaochen Xie , Quanjun Zhang

We revisit the performance of template-based APR to build comprehensive knowledge about the effectiveness of fix patterns, and to highlight the importance of complementary steps such as fault localization or donor code retrieval. To that…

Software Engineering · Computer Science 2019-06-07 Kui Liu , Anil Koyuncu , Dongsun Kim , Tegawendé F. Bissyandé
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