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Python, as a multi-paradigm language known for its ease of integration with other languages, has gained significant attention among verification engineers recently. A Python-based verification environment capitalizes on open-source…

Hardware Architecture · Computer Science 2024-07-16 Deepak Narayan Gadde , Suruchi Kumari , Aman Kumar

We introduce PyVRP, a Python package that implements hybrid genetic search in a state-of-the-art vehicle routing problem (VRP) solver. The package is designed for the VRP with time windows (VRPTW), but can be easily extended to support…

Neural and Evolutionary Computing · Computer Science 2024-03-22 Niels A. Wouda , Leon Lan , Wouter Kool

Trusting software systems, particularly autonomous ones, is challenging. To address this, formal verification techniques can ensure these systems behave as expected. Runtime Verification (RV) is a leading, lightweight method for verifying…

Formal Languages and Automata Theory · Computer Science 2024-08-22 Angelo Ferrando , Vadim Malvone

Python is a widely adopted programming language, valued for its simplicity and flexibility. However, its dynamic type system poses significant challenges for automated refactoring - an essential practice in software evolution aimed at…

Software Engineering · Computer Science 2025-11-20 Jonhnanthan Oliveira , Rohit Gheyi , Márcio Ribeiro , Alessandro Garcia

In the rapidly evolving software development landscape, Python stands out for its simplicity, versatility, and extensive ecosystem. Python packages, as units of organization, reusability, and distribution, have become a pressing concern,…

Software Engineering · Computer Science 2025-09-05 Haowei Quan , Junjie Wang , Xinzhe Li , Terry Yue Zhuo , Xiao Chen , Xiaoning Du

Various mature automated test generation tools exist for statically typed programming languages such as Java. Automatically generating unit tests for dynamically typed programming languages such as Python, however, is substantially more…

Software Engineering · Computer Science 2022-07-19 Stephan Lukasczyk , Florian Kroiß , Gordon Fraser

Python is one of the fastest-growing programming languages and currently ranks as the top language in many lists, even recently overtaking JavaScript as the top language on GitHub. Given its importance in data science and machine learning,…

Software Engineering · Computer Science 2025-02-10 Idriss Abdelmadjid , Robert Dyer

Python has become the programming language of choice for research and industry projects related to data science, machine learning, and deep learning. Since optimization is an inherent part of these research fields, more optimization related…

Neural and Evolutionary Computing · Computer Science 2020-05-25 Julian Blank , Kalyanmoy Deb

Being the most widely used language across the world due to its simplicity and with 35 keywords (v3.7), Python attracts both hardware and software engineers. Python-based verification environment leverages open-source libraries such as…

Hardware Architecture · Computer Science 2024-07-16 Deepak Narayan Gadde , Suruchi Kumari , Aman Kumar

Python has emerged as one of the most popular programming languages, extensively utilized in domains such as machine learning, data analysis, and web applications. Python's dynamic nature and extensive usage make it an attractive candidate…

Software Engineering · Computer Science 2024-03-04 Islem Bouzenia , Bajaj Piyush Krishan , Michael Pradel

Python has become the dominant language for general-purpose programming, yet it lacks robust tools for formal verification. In contrast, programmers working in languages such as C benefit from mature model checkers, for example CBMC, which…

Software Engineering · Computer Science 2025-08-12 Pedro Orvalho , Marta Kwiatkowska

CapyMOA is an open-source Python library for efficient machine learning on data streams and online continual learning. It provides a structured framework for real-time learning, supporting adaptive models that evolve over time. CapyMOA's…

Biological regulatory networks can be represented by computational models, which allow the study and analysis of biological behaviours, therefore providing a better understanding of a given biological process. However, as new information is…

Computational Engineering, Finance, and Science · Computer Science 2026-05-20 Pedro T. Monteiro , Filipe Gouveia

LLM agents are rapidly evolving from coding assistants into autonomous software engineering systems. However, existing evaluation methodologies remain largely centered on static, isolated, and short-horizon benchmarks that fail to capture…

Software Engineering · Computer Science 2026-05-28 Yipeng Ouyang , Xin Huang , Bingjie Liu , Zhongchun Zheng , Yuhao Gu , Xianwei Zhang

PyRep is a toolkit for robot learning research, built on top of the virtual robotics experimentation platform (V-REP). Through a series of modifications and additions, we have created a tailored version of V-REP built with robot learning in…

Robotics · Computer Science 2019-06-27 Stephen James , Marc Freese , Andrew J. Davison

The escalating complexity of System-on-Chip (SoC) designs has created a bottleneck in verification, with traditional techniques struggling to achieve complete coverage. Existing techniques, such as Constrained Random Verification (CRV) and…

Hardware Architecture · Computer Science 2025-12-11 Suruchi Kumari , Deepak Narayan Gadde , Aman Kumar

Multi-objective optimization is now a core paradigm in engineering design and scientific discovery. Yet mainstream evolutionary frameworks, including \textit{pymoo}, still depend on imperative coding for problem definition, algorithm…

Software Engineering · Computer Science 2026-03-03 Thiago Santos , Sebastiao Xavier , Luiz Gustavo de Oliveira Carneiro , Gustavo de Souza

Python is widely used in the open-source community, largely owing to the extensive support from diverse third-party libraries within the PyPI ecosystem. Nevertheless, the utilization of third-party libraries can potentially lead to…

Software Engineering · Computer Science 2024-01-08 Yun Peng , Ruida Hu , Ruoke Wang , Cuiyun Gao , Shuqing Li , Michael R. Lyu

Malicious Python packages make software supply chains vulnerable by exploiting trust in open-source repositories like Python Package Index (PyPI). Lack of real-time behavioral monitoring makes metadata inspection and static code analysis…

Cryptography and Security · Computer Science 2025-03-04 Sk Tanzir Mehedi , Chadni Islam , Gowri Ramachandran , Raja Jurdak

Runtime verification (RV) is a pragmatic and scalable, yet rigorous technique, to assess the correctness of complex systems, including cyber-physical systems (CPS). By measuring how robustly a CPS run satisfies a specification, RV allows in…

Logic in Computer Science · Computer Science 2018-02-13 Stefan Jaksic , Ezio Bartocci , Radu Grosu , Dejan Nickovic
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