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Current compiler optimization reports often present complex, technical information that is difficult for programmers to interpret and act upon effectively. This paper assesses the capability of large language models (LLM) to understand…

Programming Languages · Computer Science 2025-06-16 Peter Pirkelbauer , Chunhua Liao

Many debugging tools rely on compiler-produced metadata to present a source-language view of program states, such as variable values and source line numbers. While this tends to work for unoptimised programs, current compilers often…

Programming Languages · Computer Science 2024-02-08 J. Ryan Stinnett , Stephen Kell

A compiler processes the code written in a high level language and produces machine executable code. The compiler writers often face the challenge of keeping the compilation times reasonable. That is because aggressive optimization passes…

Programming Languages · Computer Science 2019-05-30 Sanket Tavarageri

Representing source code in a generic input format is crucial to automate software engineering tasks, e.g., applying machine learning algorithms to extract information. Visualizing code representations can further enable human experts to…

Software Engineering · Computer Science 2023-07-28 Yuejun Guo , Seifeddine Bettaieb , Qiang Hu , Yves Le Traon , Qiang Tang

Manual engineering of high-performance implementations typically consumes many resources and requires in-depth knowledge of the hardware. Compilers try to address these problems; however, they are limited by design in what they can do. To…

Intermediate Representations (IRs) are central to optimizing compilers as the way the program is represented may enhance or limit analyses and transformations. Suitable IRs focus on exposing the most relevant information and establish…

Programming Languages · Computer Science 2020-12-16 Nico Reissmann , Jan Christian Meyer , Helge Bahmann , Magnus Själander

The Internet of Things (IoT) is a network of physical, heterogeneous, connected devices providing services through private networks and the Internet. It connects a range of new devices to the Internet so they can communicate with Web…

Software Engineering · Computer Science 2019-06-11 Rodrigo Morales , Ruben Saborido , Yann-Gaël Guéhéneuc

Fast machine code generation is especially important for fast start-up just-in-time compilation, where the compilation time is part of the end-to-end latency. However, widely used compiler frameworks like LLVM do not prioritize fast…

Programming Languages · Computer Science 2025-05-29 Tobias Schwarz , Tobias Kamm , Alexis Engelke

This paper presents Giallar, a fully-automated verification toolkit for quantum compilers. Giallar requires no manual specifications, invariants, or proofs, and can automatically verify that a compiler pass preserves the semantics of…

Programming Languages · Computer Science 2022-05-03 Runzhou Tao , Yunong Shi , Jianan Yao , Xupeng Li , Ali Javadi-Abhari , Andrew W. Cross , Frederic T. Chong , Ronghui Gu

With the increasing usage of JavaScript in web applications, there is a great demand to write JavaScript code that is reliable and maintainable. To achieve these goals, classes can be emulated in the current JavaScript standard version. In…

Software Engineering · Computer Science 2016-02-19 Leonardo Humberto Silva , Daniel Hovadick , Marco Tulio Valente , Alexandre Bergel , Nicolas Anquetil , Anne Etien

Automatic vulnerability detection on C/C++ source code has benefitted from the introduction of machine learning to the field, with many recent publications targeting this combination. In contrast, assembly language or machine code artifacts…

Cryptography and Security · Computer Science 2023-03-07 Clemens-Alexander Brust , Tim Sonnekalb , Bernd Gruner

Template metaprogramming is a popular technique for implementing compile time mechanisms for numerical computing. We demonstrate how expression templates can be used for compile time symbolic differentiation of algebraic expressions in C++…

Symbolic Computation · Computer Science 2017-05-05 Drosos Kourounis , Leonidas Gergidis , Michael Saunders , Andrea Walther , Olaf Schenk

Software bugs cost the global economy billions of dollars each year and take up ~50% of the development time. Once a bug is reported, the assigned developer attempts to identify and understand the source code responsible for the bug and…

Software Engineering · Computer Science 2023-08-24 Parvez Mahbub , Mohammad Masudur Rahman , Ohiduzzaman Shuvo , Avinash Gopal

Traditional compilers, designed for optimizing low-level code, fall short when dealing with modern, computation-heavy applications like image processing, machine learning, or numerical simulations. Optimizations should understand the…

Programming Languages · Computer Science 2024-11-21 Roland Leißa , Marcel Ulrich , Joachim Meyer , Sebastian Hack

Code completion is a key feature of Integrated Development Environments (IDEs), aimed at predicting the next tokens a developer is likely to write, helping them write code faster and with less effort. Modern code completion approaches are…

Software Engineering · Computer Science 2024-03-25 Matteo Ciniselli , Alberto Martin-Lopez , Gabriele Bavota

Compiler optimization techniques are inherently complex, and rigorous testing of compiler optimization implementation is critical. Recent years have witnessed the emergence of testing approaches for uncovering incorrect optimization bugs,…

Software Engineering · Computer Science 2025-04-08 Jingwen Wu , Jiajing Zheng , Zhenyu Yang , Zhongxing Yu

Achieving high performance for Sparse MatrixMatrix Multiplication (SpMM) has received increasing research attention, especially on multi-core CPUs, due to the large input data size in applications such as graph neural networks (GNNs). Most…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-12 Qiang Fu , Thomas B. Rolinger , H. Howie Huang

We introduce TD-Interpreter, a specialized ML tool that assists engineers in understanding complex timing diagrams (TDs), originating from a third party, during their design and verification process. TD-Interpreter is a visual…

Machine Learning · Computer Science 2025-07-24 Jie He , Vincent Theo Willem Kenbeek , Zhantao Yang , Meixun Qu , Ezio Bartocci , Dejan Ničković , Radu Grosu

The presence of software vulnerabilities is an ever-growing issue in software development. In most cases, it is desirable to detect vulnerabilities as early as possible, preferably in a just-in-time manner, when the vulnerable piece is…

Software Engineering · Computer Science 2023-03-30 Tamás Aladics , Péter Hegedűs , Rudolf Ferenc

Assembly code search is vital for reducing the burden on reverse engineers, allowing them to quickly identify specific functions using natural language within vast binary programs. Despite its significance, this critical task is impeded by…

Software Engineering · Computer Science 2024-08-14 Zeyu Gao , Hao Wang , Yuanda Wang , Chao Zhang