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Currently, Python is one of the most widely used languages in various application areas. However, it has limitations when it comes to optimizing and parallelizing applications due to the nature of its official CPython interpreter,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-24 Andrés Milla , Enzo Rucci

Python is a popular programming language known for its ease of learning and extensive libraries. However, concerns about performance and energy consumption have led to the development of compilers to enhance Python code efficiency. Despite…

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Numba is a game-changing compiler for high-performance computing with Python. It produces machine code that runs outside of the single-threaded Python interpreter and that fully utilizes the resources of modern CPUs. This means support for…

Software Engineering · Computer Science 2023-05-17 Srinath Kailasa , Tingyu Wang , Lorena A. Barba , Timo Betcke

How many mutually non-attacking queens can be placed on a d-dimensional chessboard of size n? The n-queens problem in higher dimensions is a generalization of the well-known n-queens problem. We present an integer programming formulation of…

Optimization and Control · Mathematics 2024-10-24 Tim Kunt

How many mutually non-attacking queens can be placed on a d-dimensional chessboard of size n? The n-queens problem in higher dimensions is a generalization of the well-known n-queens problem. We provide a comprehensive overview of…

Optimization and Control · Mathematics 2024-06-11 Tim Kunt

Python is rapidly becoming the lingua franca of machine learning and scientific computing. With the broad use of frameworks such as Numpy, SciPy, and TensorFlow, scientific computing and machine learning are seeing a productivity boost on…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-01 Zane Fink , Simeng Liu , Jaemin Choi , Matthias Diener , Laxmikant V. Kale

Sometimes debates on programming languages are more religious than scientific. Questions about which language is more succinct or efficient, or makes developers more productive are discussed with fervor, and their answers are too often…

Software Engineering · Computer Science 2015-06-04 Sebastian Nanz , Carlo A. Furia

Recent Language Models (LMs) achieve breakthrough performance in code generation when trained on human-authored problems, even solving some competitive-programming problems. Self-play has proven useful in games such as Go, and thus it is…

Machine Learning · Computer Science 2023-04-13 Patrick Haluptzok , Matthew Bowers , Adam Tauman Kalai

The n-queens puzzle is a well-known combinatorial problem that requires to place n queens on an n x n chessboard so that no two queens can attack each other. Since the 19th century, this problem was studied by many mathematicians and…

Data Structures and Algorithms · Computer Science 2019-07-22 Matteo Fischetti , Domenico Salvagnin

Finding a software engineering approach that allows for portability, rapid development, and open collaboration for high-performance computing on GPUs and CPUs is a challenge. We implement a portability scheme using the Numba compiler for…

Computational Physics · Physics 2025-05-30 Joanna Piper Morgan , Ilham Variansyah , Braxton Cuneo , Todd S. Palmer , Kyle E. Niemeyer

While programming is one of the most broadly applicable skills in modern society, modern machine learning models still cannot code solutions to basic problems. Despite its importance, there has been surprisingly little work on evaluating…

Smarter applications are making better use of the insights gleaned from data, having an impact on every industry and research discipline. At the core of this revolution lies the tools and the methods that are driving it, from processing the…

Machine Learning · Computer Science 2020-04-01 Sebastian Raschka , Joshua Patterson , Corey Nolet

A graph-inspired classifier, known as Optimum-Path Forest (OPF), has proven to be a state-of-the-art algorithm comparable to Logistic Regressors, Support Vector Machines in a wide variety of tasks. Recently, its Python-based version,…

Machine Learning · Computer Science 2021-06-23 Gustavo H. de Rosa , João Paulo Papa

The Python programming language is best known for its syntax and scientific libraries, but it is also notorious for its slow interpreter. Optimizing critical sections in Python entails special knowledge of the binary interactions between…

Programming Languages · Computer Science 2025-07-02 Isabella Basso do Amaral , Renato Cordeiro Ferreira , Alfredo Goldman

Large language models have transformed AI-assisted software engineering, but current research remains biased toward high-resource languages such as Python, with weaker performance in languages like Rust and OCaml. Since real-world systems…

Software Engineering · Computer Science 2026-04-30 Chao Jiang , Dugang Liu , Cheng Wen , Zhiwu Xu , Hua Zheng , Muhammad Sadiq , Jawwad Ahmed Shamsi , Shengchao Qin , Zhong Ming

Comparison of programming languages is a common topic of discussion among software engineers. Multiple programming languages are designed, specified, and implemented every year in order to keep up with the changing programming paradigms,…

Programming Languages · Computer Science 2015-04-06 Zakaria Alomari , Oualid El Halimi , Kaushik Sivaprasad , Chitrang Pandit

Python has become the de facto language for scientific computing. Programming in Python is highly productive, mainly due to its rich science-oriented software ecosystem built around the NumPy module. As a result, the demand for Python…

Quantum circuit simulators have a long tradition of exploiting massive hardware parallelism. Most of the times, parallelism has been supported by special purpose libraries tailored specifically for the quantum circuits. Quantum circuit…

Quantum Physics · Physics 2021-06-29 Oumarou Oumarou , Alexandru Paler , Robert Basmadjian

Although neural machine translation has achieved promising results, it suffers from slow translation speed. The direct consequence is that a trade-off has to be made between translation quality and speed, thus its performance can not come…

Computation and Language · Computer Science 2018-09-11 Wen Zhang , Liang Huang , Yang Feng , Lei Shen , Qun Liu

Developers face a wide choice of programming languages and libraries supporting multicore computing. Ever more diverse paradigms for expressing parallelism and synchronization become available while their influence on usability and…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-10-24 Sebastian Nanz , Scott West , Kaue Soares da Silveira , Bertrand Meyer
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