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Several techniques have been proposed to automate code review. Early support consisted in recommending the most suited reviewer for a given change or in prioritizing the review tasks. With the advent of deep learning in software…

Software Engineering · Computer Science 2024-12-02 Rosalia Tufano , Alberto Martin-Lopez , Ahmad Tayeb , Ozren Dabić , Sonia Haiduc , Gabriele Bavota

Automated code review adoption lags in compliance-heavy settings, where static analyzers produce high-volume, low-rationale outputs, and naive LLM use risks hallucination and incurring cost overhead. We present a production system for…

Software Engineering · Computer Science 2025-10-14 Sayan Mandal , Hua Jiang

The AI Control research agenda aims to develop control protocols: safety techniques that prevent untrusted AI systems from taking harmful actions during deployment. Because human oversight is expensive, one approach is trusted monitoring,…

Cryptography and Security · Computer Science 2026-02-12 Ashwin Sreevatsa , Sebastian Prasanna , Cody Rushing

Debugging is a critical but challenging task for programmers. This paper proposes ChatDBG, an AI-powered debugging assistant. ChatDBG integrates large language models (LLMs) to significantly enhance the capabilities and user-friendliness of…

Software Engineering · Computer Science 2025-06-23 Kyla H. Levin , Nicolas van Kempen , Emery D. Berger , Stephen N. Freund

AI coding agents are now submitting pull requests (PRs) to software projects, acting not just as assistants but as autonomous contributors. As these agentic contributions are rapidly increasing across real repositories, little is known…

Software Engineering · Computer Science 2026-01-22 Ramtin Ehsani , Sakshi Pathak , Shriya Rawal , Abdullah Al Mujahid , Mia Mohammad Imran , Preetha Chatterjee

Safety critical software assessment requires robust assessment against complex regulatory frameworks, a process traditionally limited by manual evaluation. This paper presents Document Retrieval-Augmented Fine-Tuning (DRAFT), a novel…

Automated detection of software vulnerabilities remains a critical challenge in software security. Log4j is an industrial-grade Java logging framework listed as one of the top 100 critical open source projects. On Dec. 10, 2021 a severe…

Software Engineering · Computer Science 2026-01-05 Victor Wen , Zedong Peng

Software maintenance and evolution involves critical activities for the success of software projects. To support such activities and keep code up-to-date and error-free, software communities make use of issue trackers, i.e., tools for…

Software Engineering · Computer Science 2021-07-22 Rafael Kallis , Andrea Di Sorbo , Gerardo Canfora , Sebastiano Panichella

The explosive growth of Non-Fungible Tokens (NFTs) has revolutionized digital ownership by enabling the creation, exchange, and monetization of unique assets on blockchain networks. However, this surge in popularity has also given rise to a…

Cryptography and Security · Computer Science 2025-06-10 Chetan Pathade , Shweta Hooli

Context: AI-assisted code generation tools have become increasingly prevalent in software engineering, offering the ability to generate code from natural language prompts or partial code inputs. Notable examples of these tools include…

Software Engineering · Computer Science 2023-10-24 Burak Yetiştiren , Işık Özsoy , Miray Ayerdem , Eray Tüzün

There is burgeoning interest in designing AI-based systems to assist humans in designing computing systems, including tools that automatically generate computer code. The most notable of these comes in the form of the first self-described…

Cryptography and Security · Computer Science 2021-12-17 Hammond Pearce , Baleegh Ahmad , Benjamin Tan , Brendan Dolan-Gavitt , Ramesh Karri

In the pull-based development model, code contributions are submitted as pull requests (PRs) to undergo reviews and approval by other developers with the goal of being merged into the code base. A PR can be supported by a description, whose…

Software Engineering · Computer Science 2026-02-17 Shirin Pirouzkhah , Pavlína Wurzel Gonçalves , Alberto Bacchelli

In software development there is a constant pressure to produce code faster and faster without compromising on quality. New tools supporting developers are created in response to this demand. Currently a new generation of such solutions is…

Software Engineering · Computer Science 2023-01-13 Mateusz Jaworski , Dariusz Piotrkowski

Software auditing is an increasingly critical task in the era of rapid code generation. While LLM-based auditors have demonstrated strong potential, their effectiveness remains limited by misalignment with the highly complex,…

Software Engineering · Computer Science 2026-04-16 Jinyao Guo , Chengpeng Wang , Dominic Deluca , Jinjie Liu , Zhuo Zhang , Xiangyu Zhang

Bug reports help software development teams enhance software quality, yet their utility is often compromised by unclear or incomplete information. This issue not only hinders developers' ability to quickly understand and resolve bugs but…

Software Engineering · Computer Science 2025-04-29 Jagrit Acharya , Gouri Ginde

Encountering outdated documentation is not a rare occurrence for developers and users in the software engineering community. To ensure that software documentation is up-to-date, developers often have to manually check whether the…

Software Engineering · Computer Science 2023-07-11 Wen Siang Tan , Markus Wagner , Christoph Treude

Content composition vulnerabilities remain among the most prevalent and persistent classes of security weakness in deployed software. Prior mitigations, including developer training, static analysis tools, and domain-specific template…

Programming Languages · Computer Science 2026-05-19 Mike Samuel , Tom Palmer , Shaw Summa , Robert Grayson

Software development teams generally welcome any effort to expose bugs in their code base. In this work, we build on the hypothesis that mobile apps from the same category (e.g., two web browser apps) may be affected by similar bugs in…

Software Engineering · Computer Science 2023-01-24 Xunzhu Tang , Haoye Tian , Pingfan Kong , Kui Liu , Jacques Klein , Tegawendé F. Bissyande

Automated Program Repair (APR) improves developer productivity by saving debugging and bug-fixing time. While APR has been extensively explored for C/C++ and Java programs, there is little research on bugs in PHP programs due to the lack of…

Software Engineering · Computer Science 2024-01-23 K. D. Pramod , W. T. N. De Silva , W. U. K. Thabrew , Ridwan Shariffdeen , Sandareka Wickramanayake

As a maintainer of an open source software project, you are usually happy about contributions in the form of pull requests that bring the project a step forward. Past studies have shown that when reviewing a pull request, not only its…

Software Engineering · Computer Science 2021-03-08 Marvin Wyrich , Raoul Ghit , Tobias Haller , Christian Müller
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