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In our research, we investigate the challenges that software engineers face during program comprehension, particularly when debugging unfamiliar codebases. We propose a novel tool, CodeCompass, to address these issues. Our study highlights…

Software Engineering · Computer Science 2024-05-13 Ekansh Agrawal , Omair Alam , Chetan Goenka , Medha Iyer , Isabela Moise , Ashish Pandian , Bren Paul

Given a closed-source program, such as most of proprietary software and viruses, binary code analysis is indispensable for many tasks, such as code plagiarism detection and malware analysis. Today, source code is very often compiled for…

Cryptography and Security · Computer Science 2018-12-27 Kimberly Redmond , Lannan Luo , Qiang Zeng

Superoptimization is the task of transforming a program into a faster one while preserving its input-output behavior. In this work, we investigate whether large language models (LLMs) can serve as superoptimizers, generating assembly…

Computation and Language · Computer Science 2026-02-02 Anjiang Wei , Tarun Suresh , Huanmi Tan , Yinglun Xu , Gagandeep Singh , Ke Wang , Alex Aiken

Code vulnerability detection is crucial for ensuring the security and reliability of modern software systems. Recently, Large Language Models (LLMs) have shown promising capabilities in this domain. However, notable discrepancies in…

Software Engineering · Computer Science 2025-09-19 Zhihong Sun , Jia Li , Yao Wan , Chuanyi Li , Hongyu Zhang , Zhi jin , Ge Li , Hong Liu , Chen Lyu , Songlin Hu

Legacy software systems, written in outdated languages like MUMPS and mainframe assembly, pose challenges in efficiency, maintenance, staffing, and security. While LLMs offer promise for modernizing these systems, their ability to…

Code-mixing and code-switching (CSW) remain challenging phenomena for large language models (LLMs). Despite recent advances in multilingual modeling, LLMs often struggle in mixed-language settings, exhibiting systematic degradation in…

Computation and Language · Computer Science 2026-05-12 Himanshu Gupta , Pratik Jayarao , Chaitanya Dwivedi , Neeraj Varshney

Large Language Model (LLM)-based coding agents have shown promising results on coding benchmarks, but their effectiveness on systems code remains underexplored. Due to the size and complexities of systems code, making changes to a systems…

Software Engineering · Computer Science 2026-05-21 Ramneet Singh , Sathvik Joel , Abhav Mehrotra , Nalin Wadhwa , Ramakrishna B Bairi , Aditya Kanade , Nagarajan Natarajan

Testing compilers with AI models, especially large language models (LLMs), has shown great promise. However, current approaches struggle with two key problems: The generated programs for testing compilers are often too simple, and extensive…

Software Engineering · Computer Science 2025-08-27 Yunbo Ni , Shaohua Li

Audio-based lyrics matching can be an appealing alternative to other content-based retrieval approaches, but existing methods often suffer from limited reproducibility and inconsistent baselines. In this work, we introduce WEALY, a fully…

Sound · Computer Science 2026-02-06 Eleonora Mancini , Joan Serrà , Paolo Torroni , Yuki Mitsufuji

Binary decompilation aims to recover binaries into high-level source code, but existing evaluations mainly rely on syntactic similarity or single-axis readability metrics, which fail to capture practical reusability. We propose a…

Software Engineering · Computer Science 2026-05-29 Puzhuo Liu , Yuhan Huang , Jianlei Chi , Peng Di , Yu Jiang

Programs written in unsafe languages such as C are prone to memory safety errors, which can lead to program compromises and serious real-world security consequences. Recently, Memory-Safe WebAssembly (MSWASM) is introduced as a…

Programming Languages · Computer Science 2025-03-06 Shahram Esmaeilsabzali , Arayi Khalatyan , Zhijun Mo , Sruthi Venkatanarayanan , Shengjie Xu

Data contamination presents a critical barrier preventing widespread industrial adoption of advanced software engineering techniques that leverage code language models (CLMs). This phenomenon occurs when evaluation data inadvertently…

Software Engineering · Computer Science 2024-11-19 Jialun Cao , Songqiang Chen , Wuqi Zhang , Hau Ching Lo , Shing-Chi Cheung

This paper explores the use of relational symbolic execution to counter timing side channels in WebAssembly programs. We design and implement Vivienne, an open-source tool to automatically analyze WebAssembly cryptographic libraries for…

Cryptography and Security · Computer Science 2021-09-06 Rodothea Myrsini Tsoupidi , Musard Balliu , Benoit Baudry

The performance of large language models (LLMs) and large multimodal models (LMMs) depends heavily on the quality and scale of their pre-training datasets. Recent research shows that large multimodal models trained on natural documents…

Computation and Language · Computer Science 2025-11-11 Khalil Hennara , Ahmad Bastati , Muhammad Hreden , Mohamed Motasim Hamed , Zeina Aldallal , Sara Chrouf , Safwan AlModhayan

While third-party libraries are extensively reused to enhance productivity during software development, they can also introduce potential security risks such as vulnerability propagation. Software composition analysis, proposed to identify…

Software Engineering · Computer Science 2024-08-27 Ling Jiang , Junwen An , Huihui Huang , Qiyi Tang , Sen Nie , Shi Wu , Yuqun Zhang

Industrial Control Systems (ICS) rely heavily on Programmable Logic Controllers (PLCs) to manage critical infrastructure, yet analyzing PLC executables remains challenging due to diverse proprietary compilers and limited access to source…

Software Engineering · Computer Science 2025-02-28 Yonatan Gizachew Achamyeleh , Shih-Yuan Yu , Gustavo Quirós Araya , Mohammad Abdullah Al Faruque

Large language model (LLM)-powered agents have demonstrated strong capabilities in automating software engineering tasks such as static bug fixing. However, in the real world, the development of mature software is typically predicated on…

Software Engineering · Computer Science 2026-04-02 Jialong Chen , Xander Xu , Hu Wei , Chuan Chen , Bing Zhao

With the involvement of multiple programming languages in modern software development, cross-lingual code clone detection has gained traction within the software engineering community. Numerous studies have explored this topic, proposing…

Software Engineering · Computer Science 2025-05-07 Micheline Bénédicte Moumoula , Abdoul Kader Kabore , Jacques Klein , Tegawendé Bissyande

Understanding code represents a core ability needed for automating software development tasks. While foundation models like LLMs show impressive results across many software engineering challenges, the extent of their true semantic…

Software Engineering · Computer Science 2025-04-16 Serge Lionel Nikiema , Jordan Samhi , Abdoul Kader Kaboré , Jacques Klein , Tegawendé F. Bissyandé

The rapid growth of web content has led to increasingly large webpages, posing significant challenges for Internet affordability, especially in developing countries where data costs remain prohibitively high. We propose semantic caching…

Networking and Internet Architecture · Computer Science 2025-06-26 Hafsa Akbar , Danish Athar , Muhammad Ayain Fida Rana , Chaudhary Hammad Javed , Zartash Afzal Uzmi , Ihsan Ayyub Qazi , Zafar Ayyub Qazi