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Mathematical models allow us to gain a deeper understanding of real-world dynamical systems. One of the most powerful mathematical frameworks for modeling real-world phenomena are systems of differential equations. In the majority of fields…

Disordered Systems and Neural Networks · Physics 2023-05-02 Richard Gast , Thomas R. Knösche , Ann Kennedy

Large Language Models (LLMs), like ChatGPT, have gained widespread popularity and usage in various software engineering tasks, including refactoring, testing, code review, and program comprehension. Despite recent studies delving into…

Software Engineering · Computer Science 2024-02-12 Eman Abdullah AlOmar , Anushkrishna Venkatakrishnan , Mohamed Wiem Mkaouer , Christian D. Newman , Ali Ouni

"Extract Method" refactoring is a technique for consolidating code clones. Parameterization approaches are used to extract a single method from multiple code clones that contain differences. This approach parameterizes expressions and…

Software Engineering · Computer Science 2025-12-29 Takuto Kawamoto , Yoshiki Higo

The notion of refinement plays an important role in software engineering. It is the basis of a stepwise development methodology in which the correctness of a system can be established by proving, or computing, that a system refines its…

Logic in Computer Science · Computer Science 2023-06-22 Maurice Laveaux , Jan Friso Groote , Tim A. C. Willemse

Code readability is fundamental to software quality and maintainability. Poor readability extends development time, increases bug-inducing risks, and contributes to technical debt. With the rapid advancement of Large Language Models, AI…

Software Engineering · Computer Science 2026-03-17 Kyogo Horikawa , Kosei Horikawa , Yutaro Kashiwa , Hidetake Uwano , Hajimu Iida

During maintenance, software developers deal with a number of software change requests. Each of those requests is generally written using natural language texts, and it involves one or more domain related concepts. A developer needs to map…

Software Engineering · Computer Science 2018-07-09 Mohammad Masudur Rahman , Chanchal K. Roy

In modern software development, Python third-party libraries play a critical role, especially in fields like deep learning and scientific computing. However, API parameters in these libraries often change during evolution, leading to…

Software Engineering · Computer Science 2025-12-24 Shuai Zhang , Guanping Xiao , Jun Wang , Huashan Lei , Gangqiang He , Yepang Liu , Zheng Zheng

Recent progress in autonomous code generation has fueled excitement around AI agents capable of accelerating scientific discovery by running experiments. However, there is currently no benchmark that evaluates whether such agents can…

Artificial Intelligence · Computer Science 2025-06-25 Gyeongwon James Kim , Alex Wilf , Louis-Philippe Morency , Daniel Fried

Complex Event Processing (CEP) is a set of methods that allow efficient knowledge extraction from massive data streams using complex and highly descriptive patterns. Numerous applications, such as online finance, healthcare monitoring and…

Machine Learning · Computer Science 2022-07-29 Guy Shapira , Assaf Schuster

Multifractal detrended fluctuation analysis (MFDFA) has become a central method to characterise the variability and uncertainty in empiric time series. Extracting the fluctuations on different temporal scales allows quantifying the strength…

Computational Physics · Physics 2022-01-05 Leonardo Rydin Gorjão , Galib Hassan , Jürgen Kurths , Dirk Witthaut

Molecular dynamics (MD) simulations play a crucial role in resolving the underlying conformational dynamics of molecular systems. However, their capability to correctly reproduce and predict dynamics in agreement with experiments is limited…

Chemical Physics · Physics 2025-05-19 Ivan Gilardoni , Valerio Piomponi , Thorben Fröhlking , Giovanni Bussi

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

Software Engineering · Computer Science 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

Pattern matching is a powerful tool for symbolic computations. Applications include term rewriting systems, as well as the manipulation of symbolic expressions, abstract syntax trees, and XML and JSON data. It also allows for an intuitive…

Programming Languages · Computer Science 2017-10-09 Manuel Krebber , Henrik Barthels , Paolo Bientinesi

Complex event processing (CEP) is widely employed to detect occurrences of predefined combinations (patterns) of events in massive data streams. As new events are accepted, they are matched using some type of evaluation structure, commonly…

Databases · Computer Science 2018-05-01 Ilya Kolchinsky , Assaf Schuster

We introduce Genome-Factory, the first integrated Python library for tuning, deploying, and interpreting genomic foundation models. Our core contribution is to simplify and unify the workflow for genomic model development: data collection,…

Genomics · Quantitative Biology 2026-05-18 Weimin Wu , Xuefeng Song , Yibo Wen , Qinjie Lin , Zhihan Zhou , Jerry Yao-Chieh Hu , Zhong Wang , Han Liu

Code completion, which aims to predict the following code token(s) according to the code context, can improve the productivity of software development. Recent work has proved that statistical language modeling with transformers can greatly…

Software Engineering · Computer Science 2022-03-16 Shuai Lu , Nan Duan , Hojae Han , Daya Guo , Seung-won Hwang , Alexey Svyatkovskiy

Background: Pull-based development has shaped the practice of Modern Code Review (MCR), in which reviewers can contribute code improvements, such as refactorings, through comments and commits in Pull Requests (PRs). Past MCR studies…

Software Engineering · Computer Science 2021-08-26 Flávia Coelho , Nikolaos Tsantalis , Tiago Massoni , Everton L. G. Alves

AI coding agents are increasingly integrated into real-world software development workflows, yet their robustness under diverse and adversarial scenarios remains poorly understood. We present ABTest, a behavior-driven fuzzing framework that…

Software Engineering · Computer Science 2026-04-23 Wuyang Dai , Moses Openja , Hung Viet Pham , Gias Uddin , Jinqiu Yang , Song Wang

Computing differences between tree-structured data is a critical but challenging problem in software analysis. In this paper, we propose a novel tree diffing approach called SatDiff, which reformulates the structural diffing problem into a…

Programming Languages · Computer Science 2024-04-09 Chuqin Geng , Haolin Ye , Yihan Zhang , Brigitte Pientka , Xujie Si

Efficiency is essential to support ever-growing datasets, especially for Deep Learning (DL) systems. DL frameworks have traditionally embraced deferred execution-style DL code -- supporting symbolic, graph-based Deep Neural Network (DNN)…

Software Engineering · Computer Science 2025-10-07 Raffi Khatchadourian , Tatiana Castro Vélez , Mehdi Bagherzadeh , Nan Jia , Anita Raja