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Performance is a critical quality attribute in software development, yet the impact of method-level code changes on performance evolution remains poorly understood. While developers often make intuitive assumptions about which types of…

Software Engineering · Computer Science 2025-08-12 Kaveh Shahedi , Nana Gyambrah , Heng Li , Maxime Lamothe , Foutse Khomh

In this paper, we present a hybrid approach for buffer overflow detection in C code. The approach makes use of static and dynamic analysis of the application under investigation. The static part consists in calculating taint dependency…

Cryptography and Security · Computer Science 2013-05-17 Sanjay Rawat , Dumitru Ceara , Laurent Mounier , Marie-Laure Potet

The execution behavior of a program often depends on external resources, such as program inputs or file contents, and so cannot be run in isolation. Nevertheless, software developers benefit from fast iteration loops where automated tools…

Machine Learning · Computer Science 2022-03-30 David Bieber , Rishab Goel , Daniel Zheng , Hugo Larochelle , Daniel Tarlow

With the rising complexity of numerous novel applications that serve our modern society comes the strong need to design efficient computing platforms. Designing efficient hardware is, however, a complex multi-objective problem that deals…

Hardware Architecture · Computer Science 2023-04-11 Alireza Ghaffari , Masoud Asgharian , Yvon Savaria

A long-standing open challenge for automated program repair is the overfitting problem, which is caused by having insufficient or incomplete specifications to validate whether a generated patch is correct or not. Most available repair…

Software Engineering · Computer Science 2021-11-11 Omar I. Al-Bataineh , Anastasiia Grishina , Leon Moonen

To develop software with optimal performance, even small performance changes need to be identified. Identifying performance changes is challenging since the performance of software is influenced by non-deterministic factors. Therefore, not…

Software Engineering · Computer Science 2023-03-28 David Georg Reichelt , Stefan Kühne , Wilhelm Hasselbring

Deep learning techniques applied to program analysis tasks such as code classification, summarization, and bug detection have seen widespread interest. Traditional approaches, however, treat programming source code as natural language text,…

Software Engineering · Computer Science 2024-02-16 Xueting Guan , Christoph Treude

The evolution of distributed architectures and programming paradigms for performance-oriented program development, challenge the state-of-the-art technology for performance tools. The area of high performance computing is rapidly expanding…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-06-15 Ajanta De Sarkar , Nandini Mukherjee

Detecting defects and vulnerabilities in the early stage has long been a challenge in software engineering. Static analysis, a technique that inspects code without execution, has emerged as a key strategy to address this challenge. Among…

Software Engineering · Computer Science 2024-06-13 Zhengyao Liu , Xitong Zhong , Xingjing Deng , Shuo Hong , Xiang Gao , Hailong Sun

This paper describes how to adapt a static code analyzer to help novice programmers. Current analyzers have been built to give feedback to experienced programmers who build new applications or systems. The type of feedback and the type of…

Software Engineering · Computer Science 2017-10-03 Tim Blok , Ansgar Fehnker

Previous work has shown that early resolution of issues detected by static code analyzers can prevent major costs later on. However, developers often ignore such issues for two main reasons. First, many issues should be interpreted to…

Improving software performance is an important yet challenging part of the software development cycle. Today, the majority of performance inefficiencies are identified and patched by performance experts. Recent advancements in deep learning…

Software Engineering · Computer Science 2022-06-29 Spandan Garg , Roshanak Zilouchian Moghaddam , Colin B. Clement , Neel Sundaresan , Chen Wu

Evaluating developer satisfaction with conversational AI assistants at scale is critical but challenging. User studies provide rich insights, but are unscalable, while large-scale quantitative signals from logs or in-product ratings are…

Software Engineering · Computer Science 2025-09-24 Daye Nam , Malgorzata Salawa , Satish Chandra

JSConTest introduced the notions of effect monitoring and dynamic effect inference for JavaScript. It enables the description of effects with path specifications resembling regular expressions. It is implemented by an offline source code…

Programming Languages · Computer Science 2013-12-12 Matthias Keil , Peter Thiemann

Artificial Intelligence (AI) applications, such as Large Language Models, are primarily driven and executed by Graphics Processing Units (GPUs). These GPU programs (kernels) consume substantial amounts of energy, yet software developers…

Software Engineering · Computer Science 2026-01-21 Saurabhsingh Rajput , Alexander Brandt , Vadim Elisseev , Tushar Sharma

In Operation Research, practical evaluation is essential to validate the efficacy of optimization approaches. This paper promotes the usage of performance profiles as a standard practice to visualize and analyze experimental results. It…

Artificial Intelligence · Computer Science 2017-03-20 Sascha Van Cauwelaert , Michele Lombardi , Pierre Schaus

The JavaScript programming language, which began as a simple scripting language for the Web, has become ubiquitous, spanning desktop, mobile, and server applications. This increase in usage has made JavaScript an attractive target for…

Cryptography and Security · Computer Science 2024-10-29 José Miguel Moreno , Narseo Vallina-Rodriguez , Juan Tapiador

Token-level code completion is one of the most critical features in modern Integrated Development Environments (IDEs). It assists developers by suggesting relevant identifiers and APIs during coding. While completions are typically derived…

Software Engineering · Computer Science 2026-05-13 Daniele Cipollone , Egor Bogomolov , Arie van Deursen , Maliheh Izadi

Academic research in static analysis produces software implementations. These implementations are time-consuming to develop and some need to be maintained in order to enable building further research upon the implementation. While…

Programming Languages · Computer Science 2024-11-06 Raphaël Monat , Abdelraouf Ouadjaout , Antoine Miné

We present a deep learning based approach to containerized application runtime stability analysis, and an intelligent publishing algorithm that can dynamically adjust the depth of process-level forensics published to a backend incident…

Cryptography and Security · Computer Science 2021-04-28 Prakhar Sharma , Phillip Porras , Steven Cheung , James Carpenter , Vinod Yegneswaran