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Related papers: Decompiling Rust: An Empirical Study of Compiler O…

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Neural language models are increasingly deployed into APIs and websites that allow a user to pass in a prompt and receive generated text. Many of these systems do not reveal generation parameters. In this paper, we present methods to…

Machine Learning · Computer Science 2023-09-12 Daphne Ippolito , Nicholas Carlini , Katherine Lee , Milad Nasr , Yun William Yu

Embedded software is used in safety-critical systems such as medical devices and autonomous vehicles, where software defects, including security vulnerabilities, have severe consequences. Most embedded codebases are developed in unsafe…

Cryptography and Security · Computer Science 2024-09-06 Ayushi Sharma , Shashank Sharma , Santiago Torres-Arias , Aravind Machiry

Refactoring tools are central to modern development, with extract-function refactorings used heavily in day-to-day work. For Rust, however, ownership, borrowing, and advanced type features make automated extract-function refactoring…

Programming Languages · Computer Science 2026-01-28 Matthew Britton , Sasha Pak , Alex Potanin

Decompilation aims to transform a low-level program language (LPL) (eg., binary file) into its functionally-equivalent high-level program language (HPL) (e.g., C/C++). It is a core technology in software security, especially in…

Machine Learning · Computer Science 2023-01-04 Ying Cao , Ruigang Liang , Kai Chen , Peiwei Hu

Ensuring correctness is crucial for code generation. Formal verification offers a definitive assurance of correctness, but demands substantial human effort in proof construction and hence raises a pressing need for automation. The primary…

Robust optimization is a framework for modeling optimization problems involving data uncertainty and during the last decades has been an area of active research. If we focus on linear programming (LP) problems with i) uncertain data, ii)…

Numerical Analysis · Computer Science 2017-02-15 Roberto Mínguez , Víctor Casero-Alonso

Rust's novel type system has proved an attractive target for verification and program analysis tools, due to the rich guarantees it provides for controlling aliasing and mutability. However, fully understanding, extracting and exploiting…

Programming Languages · Computer Science 2025-08-27 Zachary Grannan , Aurel Bílý , Jonáš Fiala , Jasper Geer , Markus de Medeiros , Peter Müller , Alexander J. Summers

Prior research has extensively studied flaky tests in various domains, such as web applications, mobile applications, and other open-source projects in a range of multiple programing languages, including Java, Javascript, Python, Ruby, and…

Software Engineering · Computer Science 2025-02-06 Tom Schroeder , Minh Phan , Yang Chen

Designing and analysis of test cases is a challenging tasks for tester roles especially those who are related to test the structure of program. Recently, Programmers are showing valuable trend towards the implementation of recursive modules…

Software Engineering · Computer Science 2012-08-28 Muhammad Javed , Bashir Ahmad , Zaffar Abbas , Allah Nawaz , Muhammad Ali Abid , Ihsan Ullah

With the explosion in popularity of the Rust programming language, a wealth of tools have recently been developed to analyze, verify, and test Rust programs. Alas, the Rust ecosystem remains relatively young, meaning that every one of these…

Programming Languages · Computer Science 2025-06-03 Son Ho , Guillaume Boisseau , Lucas Franceschino , Yoann Prak , Aymeric Fromherz , Jonathan Protzenko

Random testing has proven to be an effective technique for compiler validation. However, the debugging of bugs identified through random testing presents a significant challenge due to the frequent occurrence of duplicate test programs that…

Software Engineering · Computer Science 2026-01-28 Xintong Zhou , Zhenyang Xu , Yongqiang Tian , Chengnian Sun

Rust is a general-purpose programming language that is both type- and memory-safe. Rust does not use a garbage collector, but rather achieves these properties through a sophisticated, but complex, type system. Doing so makes Rust very…

Software Engineering · Computer Science 2022-02-16 Michael Coblenz , Michelle Mazurek , Michael Hicks

Widely used complex code refactoring tools lack a solid reasoning about the correctness of the transformations they implement, whilst interest in proven correct refactoring is ever increasing as only formal verification can provide true…

Software Engineering · Computer Science 2017-08-25 Dániel Horpácsi , Judit Kőszegi , Zoltán Horváth

As software becomes larger, programming languages become higher-level, and processors continue to fail to be clocked faster, we'll increasingly require compilers to reduce code bloat, eliminate abstraction penalties, and exploit interesting…

Programming Languages · Computer Science 2018-09-10 Nuno P. Lopes , John Regehr

Reverse engineering tools remain monolithic and imperative compared to the advancement of modern compiler architectures: analyses are tied to a single mutable representation, making them difficult to extend or refine, and forcing premature…

Programming Languages · Computer Science 2026-03-31 Chang Liu , Yihao Sun , Thomas Gilray , Kristopher Micinski

Memory safety has long been a critical challenge in software engineering, particularly for legacy systems written in memory-unsafe languages such as C and C++. Rust, one of the youngest modern programming languages, offers built-in…

Software Engineering · Computer Science 2026-04-20 Sarah Bedell , Nazanin Siavash , Armin Moin

State-of-the-art summarization systems are trained and evaluated on massive datasets scraped from the web. Despite their prevalence, we know very little about the underlying characteristics (data noise, summarization complexity, etc.) of…

Computation and Language · Computer Science 2021-06-23 Priyam Tejaswin , Dhruv Naik , Pengfei Liu

Code summarization has emerged as a fundamental technique in the field of program comprehension. While code language models have shown significant advancements, the current models and benchmarks are confined to high-readability code, which…

Software Engineering · Computer Science 2026-01-12 Wenhao Zeng , Yitian Chai , Hao Zhou , Fandong Meng , Jie Zhou , Xiaodong Gu

Automatically translating system software from C to Rust is an appealing but challenging problem, as it requires whole-program reasoning to satisfy Rust's ownership and borrowing discipline. A key enabling step in whole-program translation…

Programming Languages · Computer Science 2026-04-23 Victor Chen , Ayden Coughlin , Michael D. Bond

Recently, a diverse set of decoding and reranking procedures have been shown effective for LLM-based code generation. However, a comprehensive framework that links and experimentally compares these methods is missing. We address this by…

Computation and Language · Computer Science 2024-10-17 Haau-Sing Li , Patrick Fernandes , Iryna Gurevych , André F. T. Martins
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