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Just-in-time (JIT) compilation coupled with code caching are widely used to improve performance in dynamic programming language implementations. These code caches, along with the associated profiling data for the hot code, however, consume…

Programming Languages · Computer Science 2018-10-24 Xiaoran Xu , Keith Cooper , Jacob Brock , Yan Zhang , Handong Ye

Folklore is often saying "The Java memory model is broken." Therefore, several approaches have proposed repairs, only to find new programs exhibiting unexpected, unintuitive behavior or the model forbidding standard compiler optimizations.…

Programming Languages · Computer Science 2026-04-20 Lukas Panneke , Heike Wehrheim

Software test cases can be defined as a set of condition where a tester needs to test and determine that the System Under Test (SUT) satisfied with the expected result correctly. This paper discusses the optimization technique in generating…

Software Engineering · Computer Science 2020-07-23 Rosziati Ibrahim , Ammar Aminuddin Bani Amin , Sapiee Jamel , Jahari Abdul Wahab

Bugs that are detected earlier during the development lifecycle are easier and cheaper to fix, whereas bugs that are found during production are difficult and expensive to address, and may have dire consequences. Type systems are…

Programming Languages · Computer Science 2021-10-12 Catarina Gamboa , Paulo Alexandre Santos , Christopher S. Timperley , Alcides Fonseca

Modern, powerful virtual machines such as those running Java or JavaScript support multi-tier JIT compilation and optimization features to achieve their high performance. However, implementing and maintaining several compilers/optimizers…

Programming Languages · Computer Science 2022-01-25 Yusuke Izawa , Hidehiko Masuhara , Carl Friedrich Bolz-Tereick

Java applications include third-party dependencies as bytecode. To keep these applications secure, researchers have proposed tools to re-identify dependencies that contain known vulnerabilities. Yet, to allow such re-identification, one…

Software Engineering · Computer Science 2024-07-26 Stefan Schott , Wolfram Fischer , Serena Elisa Ponta , Jonas Klauke , Eric Bodden

The paper describes an approach to implementing genetic programming, which uses the LLVM library to just-in-time compile/interpret the evolved abstract syntax trees. The solution is described in some detail, including a parser (based on…

Neural and Evolutionary Computing · Computer Science 2017-01-23 Michal Gregor , Juraj Spalek

The most common use of data visualization is to minimize the complexity for proper understanding. A graph is one of the most commonly used representations for understanding relational data. It produces a simplified representation of data…

Software Engineering · Computer Science 2022-01-26 Md Nadim , Debajyoti Mondal , Chanchal K. Roy

This paper aims to evaluate GitHub Copilot's generated code quality based on the LeetCode problem set using a custom automated framework. We evaluate the results of Copilot for 4 programming languages: Java, C++, Python3 and Rust. We aim to…

Software Engineering · Computer Science 2024-06-18 Ilja Siroš , Dave Singelée , Bart Preneel

Language implementation frameworks, e.g., RPython and Truffle/Graal, are practical tools for creating efficient virtual machines, including a well-functioning just-in-time (JIT) compiler. It is demanding to support multitier JIT compilation…

Programming Languages · Computer Science 2022-01-20 Yusuke Izawa , Hidehiko Masuhara , Carl Friedrich Bolz-Tereick , Youyou Cong

Computer-use agents (CUA) automate tasks specified with natural language such as "order the cheapest item from Taco Bell" by generating sequences of calls to tools such as click, type, and scroll on a browser. Current implementations follow…

Machine Learning · Computer Science 2026-05-21 Caleb Winston , Ron Yifeng Wang , Azalia Mirhoseini , Christos Kozyrakis

Just-in-time (JIT) defect prediction refers to the technique of predicting whether a code change is defective. Many contributions have been made in this area through the excellent dataset by Kamei. In this paper, we revisit the dataset and…

Software Engineering · Computer Science 2021-09-29 Giuseppe Ng , Charibeth Cheng

Bug-fix benchmarks are essential for evaluating methodologies in automatic program repair (APR) and fault localization (FL). However, existing benchmarks, exemplified by Defects4J, need to evolve to incorporate recent bug-fixes aligned with…

Software Engineering · Computer Science 2024-11-04 André Silva , Nuno Saavedra , Martin Monperrus

Dynamically typed programming languages such as JavaScript and Python defer type checking to run time. In order to maximize performance, dynamic language VM implementations must attempt to eliminate redundant dynamic type checks. However,…

Programming Languages · Computer Science 2015-06-01 Maxime Chevalier-Boisvert , Marc Feeley

Tracing just-in-time compilation is a popular compilation technique for the efficient implementation of dynamic languages, which is commonly used for JavaScript, Python and PHP. We provide a formal model of tracing JIT compilation of…

Programming Languages · Computer Science 2015-10-29 Stefano Dissegna , Francesco Logozzo , Francesco Ranzato

Previous researchers conducting Just-In-Time (JIT) defect prediction tasks have primarily focused on the performance of individual pre-trained models, without exploring the relationship between different pre-trained models as backbones. In…

Software Engineering · Computer Science 2023-11-27 Yuxiang Guo , Xiaopeng Gao , Zhenyu Zhang , W. K. Chan , Bo Jiang

This paper presents the Beehive SPIR-V Toolkit; a framework that can automatically generate a Java composable and functional library for dynamically building SPIR-V binary modules. The Beehive SPIR-V Toolkit can be used by optimizing…

Software Engineering · Computer Science 2023-05-19 Juan Fumero , György Rethy , Athanasios Stratikopoulos , Nikos Foutris , Christos Kotselidis

We present VulGuard, an automated tool designed to streamline the extraction, processing, and analysis of commits from GitHub repositories for Just-In-Time vulnerability prediction (JIT-VP) research. VulGuard automatically mines commit…

Software Engineering · Computer Science 2025-07-23 Duong Nguyen , Manh Tran-Duc , Thanh Le-Cong , Triet Huynh Minh Le , M. Ali Babar , Quyet-Thang Huynh

Quantum technologies are moving towards the development of novel hardware devices based on quantum bits (qubits). In parallel to the development of quantum devices, efficient simulation tools are needed in order to design and benchmark…

Quantum Physics · Physics 2022-09-28 Stavros Efthymiou , Marco Lazzarin , Andrea Pasquale , Stefano Carrazza

Dr$.$Jit is a new just-in-time compiler for physically based rendering and its derivative. Dr$.$Jit expedites research on these topics in two ways: first, it traces high-level simulation code (e.g., written in Python) and aggressively…

Graphics · Computer Science 2026-05-26 Wenzel Jakob , Sébastien Speierer , Nicolas Roussel , Delio Vicini