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Ensuring the correctness of compiler optimizations is critical, but existing fuzzers struggle to test optimizations effectively. First, most fuzzers use optimization pipelines (heuristics-based, fixed sequences of passes) as their harness.…

Software Engineering · Computer Science 2025-12-05 Zitong Zhou , Ben Limpanukorn , Hong Jin Kang , Jiyuan Wang , Yaoxuan Wu , Akos Kiss , Renata Hodovan , Miryung Kim

Reasoning has emerged as the next major frontier for language models (LMs), with rapid advances from both academic and industrial labs. However, this progress often outpaces methodological rigor, with many evaluations relying on…

Machine Learning · Computer Science 2025-10-08 Andreas Hochlehnert , Hardik Bhatnagar , Vishaal Udandarao , Samuel Albanie , Ameya Prabhu , Matthias Bethge

PHP, a dominant scripting language in web development, powers a vast range of websites, from personal blogs to major platforms. While existing research primarily focuses on PHP application-level security issues like code injection, memory…

Cryptography and Security · Computer Science 2025-02-05 Yuancheng Jiang , Chuqi Zhang , Bonan Ruan , Jiahao Liu , Manuel Rigger , Roland Yap , Zhenkai Liang

CPUs are becoming more complex with every generation, at both the logical and the physical levels. This potentially leads to more logic bugs and electrical defects in CPUs being overlooked during testing, which causes data corruption or…

Hardware Architecture · Computer Science 2021-10-25 Kostya Serebryany , Maxim Lifantsev , Konstantin Shtoyk , Doug Kwan , Peter Hochschild

In the domain of code generation, self-debugging is crucial. It allows LLMs to refine their generated code based on execution feedback. This is particularly important because generating correct solutions in one attempt proves challenging…

Computation and Language · Computer Science 2025-02-17 Nan Jiang , Xiaopeng Li , Shiqi Wang , Qiang Zhou , Soneya Binta Hossain , Baishakhi Ray , Varun Kumar , Xiaofei Ma , Anoop Deoras

Automatic Program Repair (APR) is a brilliant idea: when detecting a bug, also provide suggestions for correcting the program. Progress towards that goal is hindered by the absence of a common frame of reference for the multiplicity of APR…

Software Engineering · Computer Science 2025-02-28 Victoria Kananchuk , Ilgiz Mustafin , Bertrand Meyer

Vision Language Models (VLMs) are prone to errors, and identifying where these errors occur is critical for ensuring the reliability and safety of AI systems. In this paper, we propose an approach that automatically generates questions…

Machine Learning · Computer Science 2026-03-10 Jiajun Xu , Jiageng Mao , Ang Qi , Weiduo Yuan , Alexander Romanus , Helen Xia , Vitor Campagnolo Guizilini , Yue Wang

Network-facing applications are commonly exposed to all kinds of attacks, especially when connected to the internet. As a result, web servers like Nginx or client applications such as curl make every effort to secure and harden their code…

Cryptography and Security · Computer Science 2024-09-04 Nils Bars , Moritz Schloegel , Nico Schiller , Lukas Bernhard , Thorsten Holz

In this work, we introduce CodeRepoQA, a large-scale benchmark specifically designed for evaluating repository-level question-answering capabilities in the field of software engineering. CodeRepoQA encompasses five programming languages and…

Software Engineering · Computer Science 2024-12-20 Ruida Hu , Chao Peng , Jingyi Ren , Bo Jiang , Xiangxin Meng , Qinyun Wu , Pengfei Gao , Xinchen Wang , Cuiyun Gao

The Resource Public Key Infrastructure (RPKI) has become essential to secure inter-domain routing. Despite its critical role, RPKI software remains largely untested beyond shallow parsing. Existing fuzzers, like AFL++ or libFuzzer, do not…

Cryptography and Security · Computer Science 2026-05-27 Haya Schulmann , Niklas Vogel

This paper describes RETVec, an efficient, resilient, and multilingual text vectorizer designed for neural-based text processing. RETVec combines a novel character encoding with an optional small embedding model to embed words into a…

Computation and Language · Computer Science 2024-04-24 Elie Bursztein , Marina Zhang , Owen Vallis , Xinyu Jia , Alexey Kurakin

Regression testing is performed to provide confidence that changes in a part of software do not affect other parts of the software. An execution of all existing test cases is the best way to re-establish this confidence. However, regression…

Software Engineering · Computer Science 2014-11-27 Imrul Kayes , Jacob Chakareski

Fuzzing has become one of the most popular techniques to identify bugs in software. To improve the fuzzing process, a plethora of techniques have recently appeared in academic literature. However, evaluating and comparing these techniques…

Cryptography and Security · Computer Science 2021-08-17 David Paaßen , Sebastian Surminski , Michael Rodler , Lucas Davi

Formal specification generation has recently drawn attention in software engineering as a way to improve program correctness without requiring manual annotations. Large Language Models (LLMs) have shown promise in this area, but early…

Software Engineering · Computer Science 2026-04-07 Ragib Shahariar Ayon , Shibbir Ahmed

Large Language Models (LLMs) have been increasingly used to optimize code efficiency. Evaluating their effectiveness and further suggesting optimization opportunities often rely on high-quality tests to demonstrate the performance…

Software Engineering · Computer Science 2025-12-08 Jun Yang , Cheng-Chi Wang , Bogdan Alexandru Stoica , Kexin Pei

Fuzzing is a technique widely used in vulnerability detection. The process usually involves writing effective fuzz driver programs, which, when done manually, can be extremely labor intensive. Previous attempts at automation leave much to…

Software Engineering · Computer Science 2021-03-02 Mingrui Zhang , Jianzhong Liu , Fuchen Ma , Huafeng Zhang , Yu Jiang

Thanks to unprecedented language understanding and generation capabilities of large language model (LLM), Retrieval-augmented Code Generation (RaCG) has recently been widely utilized among software developers. While this has increased…

Computation and Language · Computer Science 2024-11-26 Geonmin Kim , Jaeyeon Kim , Hancheol Park , Wooksu Shin , Tae-Ho Kim

Code completion, a crucial task in software engineering that enhances developer productivity, has seen substantial improvements with the rapid advancement of large language models (LLMs). In recent years, retrieval-augmented generation…

Software Engineering · Computer Science 2025-07-25 Zezhou Yang , Ting Peng , Cuiyun Gao , Chaozheng Wang , Hailiang Huang , Yuetang Deng

Backreferences and lookaheads are vital features to make classical regular expressions (REGEX) practical. Although these features have been widely used, understanding of the unrestricted combination of them has been limited. Practically,…

Formal Languages and Automata Theory · Computer Science 2024-04-29 Yuya Uezato

Developers often refactor source code to improve its quality during software development. A challenge in refactoring is to determine if it can be applied or not. To help with this decision-making process, we aim to search for past…

Software Engineering · Computer Science 2023-10-04 Motoki Abe , Shinpei Hayashi
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