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Code translation, the automatic conversion of programs between languages, is a growing use case for Large Language Models (LLMs). However, direct one-shot translation often fails to preserve program intent, leading to errors in control…

Software Engineering · Computer Science 2026-02-19 Shahriar Rumi Dipto , Saikat Mondal , Chanchal K. Roy

Decompiling Rust binaries is challenging due to the language's rich type system, aggressive compiler optimizations, and widespread use of high-level abstractions. In this work, we conduct a benchmark-driven evaluation of decompilation…

Programming Languages · Computer Science 2025-07-28 Zixu Zhou

While Large Language Models (LLMs) have achieved remarkable success in code generation, they often struggle with the deep, long-horizon reasoning required for complex software engineering. We attribute this limitation to the nature of…

Learned classifiers deployed in agentic pipelines face a fundamental reliability problem: predictions are probabilistic inferences, not verified conclusions, and acting on them without grounding in observable evidence leads to compounding…

Software Engineering · Computer Science 2026-04-14 Jugal Gajjar

The evolution of AI coding agents has shifted the frontier from simple snippet completion to autonomous repository-level engineering. However, evaluating these agents remains ill-posed in general code repository generation, where the lack…

Software Engineering · Computer Science 2026-02-27 Xuefeng Li , Nir Ben-Israel , Yotam Raz , Belal Ahmed , Doron Serebro , Antoine Raux

As Rust gains traction for developing safer systems software, a reality check for the microcontroller hardware segment becomes necessary. How ready is the Rust ecosystem for this segment? Can Rust compete with C in practice? This paper…

Operating Systems · Computer Science 2026-05-20 Bipin Thapa , Daniele Alfonso , Lorenzo Bini , Licio Mapelli , Kaspar Schleiser , Romain Fouquet , Emmanuel Baccelli

The capabilities of AI-assisted coding are progressing at breakneck speed. Chat-based vibe coding has evolved into fully fledged AI-assisted, agentic software development using agent scaffolds where the human developer creates a plan that…

Software Engineering · Computer Science 2026-04-24 Magnus Palmblad , Jared M. Ragland , Benjamin A. Neely

In this work, we present a test-driven, agentic framework for synthesizing a deployable low-level robot controller for navigation tasks. Given a 2D map with an image of an ultrasonic sensor-based robot, or a 3D robotic simulation…

Robotics · Computer Science 2026-03-03 Shivanshu Tripathi , Reza Akbarian Bafghi , Maziar Raissi

Automating the adaptation of software engineering (SE) research artifacts across datasets is essential for scalability and reproducibility, yet it remains largely unstudied. Recent advances in large language model (LLM)-based multi-agent…

Software Engineering · Computer Science 2025-11-27 Jingyi Chen , Xiaoyan Guo , Songqiang Chen , Shing-Chi Cheung , Jiasi Shen

Large Language Models (LLMs) have improved programming efficiency, but their performance degrades significantly as requirements scale; when faced with multi-modal documents containing hundreds of scenarios, LLMs often produce incorrect…

Software Engineering · Computer Science 2026-05-26 Weiyu Kong , Yun Lin , Xiwen Teoh , Duc-Minh Nguyen , Ruofei Ren , Jiaxin Chang , Haoxu Hu , Haoyu Chen

Large language models (LLMs) are increasingly being integrated into software development processes. The ability to generate code and submit pull requests with minimal human intervention, through the use of autonomous AI agents, is poised to…

Software Engineering · Computer Science 2026-02-10 Miku Watanabe , Hao Li , Yutaro Kashiwa , Brittany Reid , Hajimu Iida , Ahmed E. Hassan

Repository aware coding agents often struggle to recover build and test structure, especially in multilingual projects where cross language dependencies are encoded across heterogeneous build systems and tooling. We introduce the Repository…

Software Engineering · Computer Science 2026-01-16 Tsvi Cherny-Shahar , Amiram Yehudai

Code agents increasingly help developers work with unfamiliar repositories, but every such task depends on a costly prerequisite: bootstrapping the repository into a usable development state. This process requires substantial…

Software Engineering · Computer Science 2026-05-18 Sihan Fu , Oucheng Liu , Shiyuan Wang , Jin Shi , Chengkun Wei

Scientific applications continue to rely on legacy Fortran codebases originally developed for homogeneous, CPU-based systems. As High-Performance Computing (HPC) shifts toward heterogeneous GPU-accelerated architectures, many accelerators…

Software Engineering · Computer Science 2025-11-19 Sparsh Gupta , Kamalavasan Kamalakkannan , Maxim Moraru , Galen Shipman , Patrick Diehl

ROOT is an object-oriented C++ framework conceived in the high-energy physics (HEP) community, designed for storing and analyzing petabytes of data in an efficient way. Any instance of a C++ class can be stored into a ROOT file in a…

Rust is a programming language that uses a concept of ownership to guarantee memory safety without the use of a garbage collector. However, some error messages related to ownership can be difficult to understand and fix, particularly those…

Software Engineering · Computer Science 2023-09-14 Ruochen Wang , Molly Maclaren , Michael Coblenz

Programmers learning Rust struggle to understand ownership types, Rust's core mechanism for ensuring memory safety without garbage collection. This paper describes our attempt to systematically design a pedagogy for ownership types. First,…

Programming Languages · Computer Science 2023-09-11 Will Crichton , Gavin Gray , Shriram Krishnamurthi

Foundation models face growing compute and memory bottlenecks, hindering deployment on resource-limited platforms. While compression techniques such as pruning and quantization are widely used, most rely on uniform heuristics that ignore…

Machine Learning · Computer Science 2025-09-09 Sadegh Jafari , Aishwarya Sarkar , Mohiuddin Bilwal , Ali Jannesari

Dancing Links connotes an optimization to a circular doubly-linked list data structure implementation which provides for fast list element removal and restoration. The Dancing Links optimization is used primarily in fast algorithms to find…

Logic in Computer Science · Computer Science 2023-11-16 David S. Hardin

The Message Passing Interface (MPI) is a fundamental tool for building high-performance computing (HPC) applications, enabling efficient communication across distributed systems. Despite its widespread adoption, MPI's low-level interface…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-16 Nafees Iqbal , Jed Brown
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