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Existing studies on bias mitigation methods for large language models (LLMs) use diverse baselines and metrics to evaluate debiasing performance, leading to inconsistent comparisons among them. Moreover, their evaluations are mostly based…

Computation and Language · Computer Science 2026-02-17 Xin Xu , Xunzhi He , Churan Zhi , Ruizhe Chen , Julian McAuley , Zexue He

Software Bill of Materials (SBOMs) are increasingly regarded as essential tools for securing software supply chains (SSCs), yet their real-world use and adoption barriers remain poorly understood. This systematic literature review…

Software Engineering · Computer Science 2025-06-06 Eric O'Donoghue , Yvette Hastings , Ernesto Ortiz , A. Redempta Manzi Muneza

Refactoring is the process of improving the design of existing code by changing its internal structure without affecting its external behaviour, with the main aims of improving the quality of software product. Therefore, there is a belief…

Software Engineering · Computer Science 2015-02-13 S. H. Kannangara , W. M. J. I. Wijayanayake

The requirements in automation, digitalization, and fast computations have loaded the IT sector with expectations of highly reliable, efficient, and cost-effective software. Given that the process of testing, verification, and validation of…

Software Engineering · Computer Science 2022-09-08 Durga Shree N , Sree Dharinya S , Dasari Vijayasree , Nadendla Sai Roopa , Anugu Arun

This paper defines software fairness and discrimination and develops a testing-based method for measuring if and how much software discriminates, focusing on causality in discriminatory behavior. Evidence of software discrimination has been…

Software Engineering · Computer Science 2017-09-12 Sainyam Galhotra , Yuriy Brun , Alexandra Meliou

Sanitizers provide robust test oracles for various software vulnerabilities. Fuzzing on sanitizer-enabled programs has been the best practice to find software bugs. Since sanitizers need to heavily instrument a target program to insert…

Cryptography and Security · Computer Science 2025-02-13 Ziqiao Kong , Shaohua Li , Heqing Huang , Zhendong Su

Dynamic program slicing can significantly reduce the code developers need to inspect by narrowing it down to only a subset of relevant program statements. However, despite an extensive body of research showing its usefulness, dynamic…

Software Engineering · Computer Science 2022-01-04 Bogdan Alexandru Stoica , Swarup K. Sahoo , James R. Larus , Vikram S. Adve

Data-driven software solutions have significantly been used in critical domains with significant socio-economic, legal, and ethical implications. The rapid adoptions of data-driven solutions, however, pose major threats to the…

Software Engineering · Computer Science 2024-12-30 Normen Yu , Luciana Carreon , Gang Tan , Saeid Tizpaz-Niari

Over 70% of security vulnerabilities in critical software systems today result from memory safety violations. To address this challenge, fuzzing and static analysis are widely used automated methods to discover such vulnerabilities. Fuzzing…

Cryptography and Security · Computer Science 2026-03-31 Keno Hassler , Philipp Görz , Stephan Lipp

Multiverse analysis, a paradigm for statistical analysis that considers all combinations of reasonable analysis choices in parallel, promises to improve transparency and reproducibility. Although recent tools help analysts specify…

Human-Computer Interaction · Computer Science 2023-06-06 Ken Gu , Eunice Jun , Tim Althoff

As one of the key tools in many security tasks, decompilers reconstruct human-readable source code from binaries. Yet, despite recent advances, their outputs often suffer from syntactic and semantic errors and remain difficult to read.…

Cryptography and Security · Computer Science 2025-08-19 Muqi Zou , Hongyu Cai , Hongwei Wu , Zion Leonahenahe Basque , Arslan Khan , Berkay Celik , Dave , Tian , Antonio Bianchi , Ruoyu , Wang , Dongyan Xu

Software debloating can effectively thwart certain code reuse attacks by reducing attack surfaces to break gadget chains. Approaches based on static analysis enable a reduced set of functions reachable at a callsite for execution by…

Cryptography and Security · Computer Science 2024-04-02 Chris Porter , Sharjeel Khan , Kangqi Ni , Santosh Pande

Software verification is a complex problem, and verification tools need significant tuning to achieve high performance. Due to this, many verifiers choose to specialize on reachability properties, or invest the time to implement known…

Programming Languages · Computer Science 2025-01-28 Dirk Beyer , Marek Jankola , Marian Lingsch-Rosenfeld , Tian Xia , Xiyue Zheng

Correctness and robustness are essential for logic synthesis applications, but they are often only tested with a limited set of benchmarks. Moreover, when the application fails on a large benchmark, the debugging process may be tedious and…

Software Engineering · Computer Science 2022-07-28 Siang-Yun Lee , Heinz Riener , Giovanni De Micheli

Fuzzing has emerged as a powerful technique for finding security bugs in complicated real-world applications. American fuzzy lop (AFL), a leading fuzzing tool, has demonstrated its powerful bug finding ability through a vast number of…

Cryptography and Security · Computer Science 2023-07-06 Tai D. Nguyen , Long H. Pham , Jun Sun

To detect and fix bugs and security vulnerabilities, software companies use static analysis as part of the development process. However, static analysis code itself is also prone to bugs. To ensure a consistent level of precision, as…

Software Engineering · Computer Science 2018-01-16 Lisa Nguyen Quang Do , Stefan Krüger , Patrick Hill , Karim Ali , Eric Bodden

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

Automated detection of software vulnerabilities is a fundamental problem in software security. Existing program analysis techniques either suffer from high false positives or false negatives. Recent progress in Deep Learning (DL) has…

Software Engineering · Computer Science 2020-09-16 Saikat Chakraborty , Rahul Krishna , Yangruibo Ding , Baishakhi Ray

Bug fixing is a complex and time-consuming task in software development. Bug localization research tends to focus on the accuracy of automated tools that suggest source code files for developers to look at. However, little is known about…

Software Engineering · Computer Science 2026-05-07 Pablo Diaz Pedreira , Tamara Lopez , Michel Wermelinger

Despite the valuable information contained in software chat messages, disentangling them into distinct conversations is an essential prerequisite for any in-depth analyses that utilize this information. To provide a better understanding of…

Software Engineering · Computer Science 2021-05-20 Ziyou Jiang , Lin Shi , Celia Chen , Jun Hu , Qing Wang