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Vulnerability prediction refers to the problem of identifying system components that are most likely to be vulnerable. Typically, this problem is tackled by training binary classifiers on historical data. Unfortunately, recent research has…

Software Engineering · Computer Science 2022-09-20 Aayush Garg , Renzo Degiovanni , Matthieu Jimenez , Maxime Cordy , Mike Papadakis , Yves LeTraon

Modern software heavily relies on the use of components. Those components are usually published in central repositories, and managed by build systems via dependencies. Due to issues around vulnerabilities, licenses and the propagation of…

Software Engineering · Computer Science 2023-10-11 Jens Dietrich , Shawn Rasheed , Alexander Jordan , Tim White

Memory leaks remain prevalent in real-world C/C++ software. Static analyzers such as CodeQL provide scalable program analysis but frequently miss such bugs because they cannot recognize project-specific custom memory-management functions…

Software Engineering · Computer Science 2026-04-29 Huihui Huang , Jieke Shi , Bo Wang , Zhou Yang , David Lo

The advent of non-volatile main memory (NVM) enables the development of crash-consistent software without paying storage stack overhead. However, building a correct crash-consistent program remains very challenging in the presence of a…

Software Engineering · Computer Science 2020-12-14 Xinwei Fu , Wook-Hee Kim , Ajay Paddayuru Shreepathi , Mohannad Ismail , Sunny Wadkar , Changwoo Min , Dongyoon Lee

The SZZ algorithm is used to connect bug-fixing commits to the earlier commits that introduced bugs. This algorithm has many applications and many variants have been devised. However, there are some types of commits that cannot be traced by…

Software Engineering · Computer Science 2024-06-10 Yunbo Lyu , Hong Jin Kang , Ratnadira Widyasari , Julia Lawall , David Lo

Despite much recent interest in compiler randomized testing (fuzzing), the practical impact of fuzzer-found compiler bugs on real-world applications has barely been assessed. We present the first quantitative and qualitative study of the…

Software Engineering · Computer Science 2019-09-06 Michaël Marcozzi , Qiyi Tang , Alastair F. Donaldson , Cristian Cadar

Unlike code completion, debugging requires localizing faults and applying targeted edits. We observe that frontier LLMs often regenerate correct but over-edited solutions during debugging. To evaluate how far LLMs are from precise…

Software Engineering · Computer Science 2026-05-19 Wang Bill Zhu , Miaosen Chai , Shangshang Wang , Yejia Liu , Song Bian , Honghua Dong , Willie Neiswanger , Robin Jia

This paper introduces a novel fuzzing framework, SyzParam which incorporates runtime parameters into the fuzzing process. Achieving this objective requires addressing several key challenges, including valid value extraction, inter-device…

Cryptography and Security · Computer Science 2025-01-20 Yue Sun , Yan Kang , Chenggang Wu , Kangjie Lu , Jiming Wang , Xingwei Li , Yuhao Hu , Jikai Ren , Yuanming Lai , Mengyao Xie , Zhe Wang

Large Language Models (LLMs) have demonstrated strong natural language processing and code synthesis capabilities, which has led to their rapid adoption in software engineering applications. However, details about LLM training data are…

Software Engineering · Computer Science 2023-11-03 Jae Yong Lee , Sungmin Kang , Juyeon Yoon , Shin Yoo

BLVRUN is a command line shell script designed to offer developers within the BLV community a succinct and insightful overview of traceback errors. Its primary function involves parsing errors and utilizing a refined large language model to…

Human-Computer Interaction · Computer Science 2024-01-31 Clark Saben , Prashant Chandrasekar

Software analysis, debugging, and reverse engineering have a crucial impact in today's software industry. Efficient and stealthy debuggers are especially relevant for malware analysis. However, existing debugging platforms fail to address a…

In this work, we set out to conduct the first ground-truth empirical evaluation of state-of-the-art DL fuzzers. Specifically, we first manually created an extensive DL bug benchmark dataset, which includes 627 real-world DL bugs from…

Software Engineering · Computer Science 2023-10-12 Nima Shiri Harzevili , Hung Viet Pham , Song Wang

More and more users and developers are using Issue Tracking Systems (ITSs) to report issues, including bugs, feature requests, enhancement suggestions, etc. Different information, however, is gathered from users when issues are reported on…

Software Engineering · Computer Science 2019-09-04 Yuxiang Zhu , Minxue Pan , Yu Pei , Tian Zhang

Processor design validation and debug is a difficult and complex task, which consumes the lion's share of the design process. Design bugs that affect processor performance rather than its functionality are especially difficult to catch,…

Hardware Architecture · Computer Science 2020-11-20 Erick Carvajal Barboza , Sara Jacob , Mahesh Ketkar , Michael Kishinevsky , Paul Gratz , Jiang Hu

In company with the data explosion over the past decade, deep neural network (DNN) based software has experienced unprecedented leap and is becoming the key driving force of many novel industrial applications, including many safety-critical…

Software Engineering · Computer Science 2018-11-19 Xiaofei Xie , Lei Ma , Felix Juefei-Xu , Hongxu Chen , Minhui Xue , Bo Li , Yang Liu , Jianjun Zhao , Jianxiong Yin , Simon See

Vector database management systems (VDBMSs) play a crucial role in facilitating semantic similarity searches over high-dimensional embeddings from diverse data sources. While VDBMSs are widely used in applications such as recommendation,…

Software Engineering · Computer Science 2025-06-04 Yinglin Xie , Xinyi Hou , Yanjie Zhao , Shenao Wang , Kai Chen , Haoyu Wang

Issue resolution and bug-fixing processes are essential in the development of machine-learning libraries, similar to software development, to ensure well-optimized functions. Understanding the issue resolution and bug-fixing process of…

Software Engineering · Computer Science 2023-12-12 Adekunle Ajibode , Dong Yunwei , Yang Hongji

Kubernetes is a tool that facilitates rapid deployment of software. Unfortunately, configuring Kubernetes is prone to errors. Configuration defects are not uncommon and can result in serious consequences. This paper reports an empirical…

Software Engineering · Computer Science 2025-12-09 Yue Zhang , Uchswas Paul , Marcelo d'Amorim , Akond Rahman

Debugging formal verification (FV) failures represents one of the most time-consuming bottlenecks in modern hardware design workflows. When properties fail, engineers must manually trace through complex counter-examples spanning multiple…

Hardware Architecture · Computer Science 2025-10-21 Yunsheng Bai , Ghaith Bany Hamad , Chia-Tung Ho , Syed Suhaib , Haoxing Ren

Refactoring is the process of restructuring existing code without changing its external behavior while improving its internal structure. Refactoring engines are integral components of modern Integrated Development Environments (IDEs) and…

Software Engineering · Computer Science 2025-07-10 Haibo Wang , Zhuolin Xu , Shin Hwei Tan
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