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Related papers: PolyDebug: A Framework for Polyglot Debugging

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Automated debugging, long pursued in a variety of fields from software engineering to cybersecurity, requires a framework that offers the building blocks for a programmable debugging workflow. However, existing debuggers are primarily…

Software Engineering · Computer Science 2025-06-06 Gabriele Digregorio , Roberto Alessandro Bertolini , Francesco Panebianco , Mario Polino

Code debugging is a crucial task in software engineering, which attracts increasing attention. While remarkable success has been made in the era of large language models (LLMs), current research still focuses on the simple no-library or…

Software Engineering · Computer Science 2025-06-18 Jinyang Huang , Xiachong Feng , Qiguang Chen , Hanjie Zhao , Zihui Cheng , Jiesong Bai , Jingxuan Zhou , Min Li , Libo Qin

With the rapid advancement of generative AI, multimodal deepfakes, which manipulate both audio and visual modalities, have drawn increasing public concern. Currently, deepfake detection has emerged as a crucial strategy in countering these…

Sound · Computer Science 2024-05-16 Yang Hou , Haitao Fu , Chuankai Chen , Zida Li , Haoyu Zhang , Jianjun Zhao

Software vulnerabilities can result in catastrophic cyberattacks that increasingly threaten business operations. Consequently, ensuring the safety of software systems has become a paramount concern for both private and public sectors.…

Software Engineering · Computer Science 2024-12-10 Boyu Zhang , Triet H. M. Le , M. Ali Babar

Deep Learning (DL) has recently achieved tremendous success. A variety of DL frameworks and platforms play a key role to catalyze such progress. However, the differences in architecture designs and implementations of existing frameworks and…

Machine Learning · Computer Science 2019-09-17 Qianyu Guo , Sen Chen , Xiaofei Xie , Lei Ma , Qiang Hu , Hongtao Liu , Yang Liu , Jianjun Zhao , Xiaohong Li

Since the majority of audio DeepFake (DF) detection methods are trained on English-centric datasets, their applicability to non-English languages remains largely unexplored. In this work, we present a benchmark for the multilingual audio DF…

Sound · Computer Science 2025-08-07 Bartłomiej Marek , Piotr Kawa , Piotr Syga

Determining whether a configurable software system has a performance bug or it was misconfigured is often challenging. While there are numerous debugging techniques that can support developers in this task, there is limited empirical…

Software Engineering · Computer Science 2022-03-22 Miguel Velez , Pooyan Jamshidi , Norbert Siegmund , Sven Apel , Christian Kästner

Large language models are increasingly embedded into academic writing workflows, yet existing assistants remain external to the editor, preventing deep interaction with document state, structure, and revision history. This separation makes…

Artificial Intelligence · Computer Science 2026-02-03 Junyi Hou , Andre Lin Huikai , Nuo Chen , Yiwei Gong , Bingsheng He

Large language models (LLMs) have become central to modern AI workflows, powering applications from open-ended text generation to complex agent-based reasoning. However, debugging these models remains a persistent challenge due to their…

Visual programs are executable code generated by large language models to address visual reasoning problems. They decompose complex questions into multiple reasoning steps and invoke specialized models for each step to solve the problems.…

Computation and Language · Computer Science 2024-10-07 Xueqing Wu , Zongyu Lin , Songyan Zhao , Te-Lin Wu , Pan Lu , Nanyun Peng , Kai-Wei Chang

Software vulnerability detection is generally supported by automated static analysis tools, which have recently been reinforced by deep learning (DL) models. However, despite the superior performance of DL-based approaches over rule-based…

Software Engineering · Computer Science 2024-05-03 Yanjing Yang , Xin Zhou , Runfeng Mao , Jinwei Xu , Lanxin Yang , Yu Zhangm , Haifeng Shen , He Zhang

Fault localization has been determined as a major resource factor in the software development life cycle. Academic fault localization techniques are mostly unknown and unused in professional environments. Although manual debugging…

Software Engineering · Computer Science 2021-03-04 Thomas Hirsch

With the agile development process of most academic and corporate entities, designing a robust computational back-end system that can support their ever-changing data needs is a constantly evolving challenge. We propose the implementation…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-07 Conor Flynn , Kristin P. Bennett , John S. Erickson , Aaron Green , Oshani Seneviratne

Standardized file formats play a key role in the development and use of computer software. However, it is possible to abuse standardized file formats by creating a file that is valid in multiple file formats. The resulting polyglot (many…

Cryptography and Security · Computer Science 2022-04-14 Luke Koch , Sean Oesch , Mary Adkisson , Sam Erwin , Brian Weber , Amul Chaulagain

Large language models (LLMs) are leading significant progress in code generation. Beyond one-pass code generation, recent works further integrate unit tests and program verifiers into LLMs to iteratively refine the generated programs.…

Software Engineering · Computer Science 2024-06-12 Li Zhong , Zilong Wang , Jingbo Shang

Debugging is a critical aspect of LLM's coding ability. Early debugging efforts primarily focused on code-level analysis, which often falls short when addressing complex programming errors that require a deeper understanding of algorithmic…

Computation and Language · Computer Science 2025-10-30 Weiming Zhang , Qingyao Li , Xinyi Dai , Jizheng Chen , Kounianhua Du , Weiwen Liu , Yasheng Wang , Ruiming Tang , Yong Yu , Weinan Zhang

The process of engineering and deploying applications in the edge/embedded space is massively complicated by the non-homogeneous nature of the software stack and the complexity of diagnostics & debugging. Often different languages and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-15 Anthony Arnold , Mark Marron

Large language models have shown good potential in supporting software development tasks. This is why more and more developers turn to LLMs (e.g. ChatGPT) to support them in fixing their buggy code. While this can save time and effort, many…

Software Engineering · Computer Science 2024-09-06 Yacine Majdoub , Eya Ben Charrada

Answer Set Programming (ASP) is one of the major declarative programming paradigms in the area of logic programming and non-monotonic reasoning. Despite that ASP features a simple syntax and an intuitive semantics, errors are common during…

Artificial Intelligence · Computer Science 2020-02-19 Carmine Dodaro , Philip Gasteiger , Kristian Reale , Francesco Ricca , Konstantin Schekotihin

Aspects of frameworks, such as inversion of control and the structure of framework applications, require developers to adjust their debugging strategies as compared to debugging sequential programs. However, the benefits and challenges of…

Software Engineering · Computer Science 2018-01-17 Zack Coker , David Gray Widder , Claire Le Goues , Christopher Bogart , Joshua Sunshine