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Related papers: PolyDebug: A Framework for Polyglot Debugging

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Large language models hold promise as scientific assistants, yet existing agents either rely solely on algorithm evolution or on deep research in isolation, both of which face critical limitations. Pure algorithm evolution, as in…

Artificial Intelligence · Computer Science 2025-10-08 Gang Liu , Yihan Zhu , Jie Chen , Meng Jiang

As part of a research on a novel in-process multiprogramming-language interoperability system, this study investigates the interoperability and usage of multiple programming languages within a large dataset of GitHub projects and Stack…

Programming Languages · Computer Science 2024-11-14 Tsvi Cherny-Shahar , Amiram Yehudai

Debugging is a central yet complex activity in software engineering. Prior studies have documented debugging strategies and tool usage, but little theory explains how experienced developers reason about bugs in large, real-world codebases.…

Software Engineering · Computer Science 2026-02-13 Haolin Li , Michael Coblenz

The prevalence of software systems has become an integral part of modern-day living. Software usage has increased significantly, leading to its growth in both size and complexity. Consequently, software development is becoming a more…

Software Engineering · Computer Science 2023-06-07 Tiago Dias , Arthur Batista , Eva Maia , Isabel Praça

Logging statements are central to debugging, failure diagnosis, and production observability, yet writing them requires developers to decide where to place a logging statement, which API and severity level to use, and what runtime…

Software Engineering · Computer Science 2026-04-21 Renyi Zhong , Yichen Li , Yulun Wu , Jinxi Kuang , Yintong Huo , Michael R. Lyu

Prototyping and implementing distributed algorithms, particularly those that address challenges related with fault-tolerance and dependability, is a time consuming task. This is, in part, due to the need of addressing low level aspects such…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-05 Pedro Fouto , Pedro Ákos Costa , Nuno Preguiça , João Leitão

Large Language Models (LLMs) have demonstrated exceptional coding capability. However, as another critical component of programming proficiency, the debugging capability of LLMs remains relatively unexplored. Previous evaluations of LLMs'…

Software Engineering · Computer Science 2024-06-07 Runchu Tian , Yining Ye , Yujia Qin , Xin Cong , Yankai Lin , Yinxu Pan , Yesai Wu , Haotian Hui , Weichuan Liu , Zhiyuan Liu , Maosong Sun

Answer Set Programming (ASP) is an expressive knowledge representation and reasoning framework. Due to its rather simple syntax paired with high-performance solvers, ASP is interesting for industrial applications. However, to err is human…

Artificial Intelligence · Computer Science 2016-11-16 Philip Gasteiger , Carmine Dodaro , Benjamin Musitsch , Kristian Reale , Francesco Ricca , Konstantin Schekotihin

Motivated by experience in programming and in the teaching of programming, we make another assault on the longstanding problem of debugging. Having explored why debuggers are not used as widely as one might expect, especially in functional…

Programming Languages · Computer Science 2024-11-04 John Whitington

Deep learning frameworks (DLFs) have been playing an increasingly important role in this intelligence age since they act as a basic infrastructure for an increasingly wide range of AIbased applications. Meanwhile, as…

Software Engineering · Computer Science 2023-03-07 Zengyang Li , Sicheng Wang , Wenshuo Wang , Peng Liang , Ran Mo , Bing Li

In the domain of chip design, Hardware Description Languages (HDLs) play a pivotal role. However, due to the complex syntax of HDLs and the limited availability of online resources, debugging HDL codes remains a difficult and time-intensive…

Hardware Architecture · Computer Science 2024-03-19 Xufeng Yao , Haoyang Li , Tsz Ho Chan , Wenyi Xiao , Mingxuan Yuan , Yu Huang , Lei Chen , Bei Yu

Deep learning (DL) frameworks are the fundamental infrastructure for various DL applications. Framework defects can profoundly cause disastrous accidents, thus requiring sufficient detection. In previous studies, researchers adopt DL models…

Software Engineering · Computer Science 2025-07-08 Yanzhou Mu , Juan Zhai , Chunrong Fang , Xiang Chen , Zhixiang Cao , Peiran Yang , Yinglong Zou , Tao Zheng , Zhenyu Chen

The different activities related to debugging such as program instrumentation, representation of execution trace and analysis of trace are not typically performed in an unified framework. We propose \textit{BOLD}, an Ontology-based Log…

Software Engineering · Computer Science 2020-04-24 Dileep Kumar P , Rupesh Nasre , Sreenivasa Kumar P

Debugging is hard. Interactive debuggers are mostly the same. They show you a stack, a way to sample the state of the stack, and, if the debugger is live, a way to step through execution. The standard interactive debugger for a…

Software Engineering · Computer Science 2024-09-04 Andrei Chiş , Tudor Gîrba , Oscar Nierstrasz

A polyglot is a file that is valid in two or more formats. Polyglot files pose a problem for malware detection systems that route files to format-specific detectors/signatures, as well as file upload and sanitization tools. In this work we…

Debugging is a fundamental skill that novice programmers must develop. Numerous tools have been created to assist novice programmers in this process. Recently, large language models (LLMs) have been integrated with automated program repair…

Software Engineering · Computer Science 2025-11-10 Oka Kurniawan , Erick Chandra , Christopher M. Poskitt , Yannic Noller , Kenny Tsu Wei Choo , Cyrille Jegourel

With the rapid development of Large Language Models (LLMs), a large number of benchmarks have been proposed. However, most benchmarks lack unified evaluation standard and require the manual implementation of custom scripts, making results…

Fully autonomous teams of LLM-powered AI agents are emerging that collaborate to perform complex tasks for users. What challenges do developers face when trying to build and debug these AI agent teams? In formative interviews with five AI…

Multiagent Systems · Computer Science 2025-03-06 Will Epperson , Gagan Bansal , Victor Dibia , Adam Fourney , Jack Gerrits , Erkang Zhu , Saleema Amershi

FPGAs are going mainstream. Major companies that were not traditionally FPGA-focused are now seeking ways to exploit the benefits of reconfigurable technology and provide it to their customers. In order to do so, a debug ecosystem that…

Hardware Architecture · Computer Science 2016-06-22 Fatemeh Eslami , Eddie Hung , Steven J. E. Wilton

Deep learning (DL) defines a new data-driven programming paradigm that constructs the internal system logic of a crafted neuron network through a set of training data. We have seen wide adoption of DL in many safety-critical scenarios.…

Software Engineering · Computer Science 2018-08-16 Lei Ma , Felix Juefei-Xu , Fuyuan Zhang , Jiyuan Sun , Minhui Xue , Bo Li , Chunyang Chen , Ting Su , Li Li , Yang Liu , Jianjun Zhao , Yadong Wang