SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
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Abstract (arXiv)
SciPy is an open source scientific computing library for the Python programming language. SciPy 1.0 was released in late 2017, about 16 years after the original version 0.1 release. SciPy has become a de facto standard for leveraging scientific algorithms in the Python programming language, with more than 600 unique code contributors, thousands of dependent packages, over 100,000 dependent repositories, and millions of downloads per year. This includes usage of SciPy in almost half of all machine learning projects on GitHub, and usage by high profile projects including LIGO gravitational wave analysis and creation of the first-ever image of a black hole (M87). The library includes functionality spanning clustering, Fourier transforms, integration, interpolation, file I/O, linear algebra, image processing, orthogonal distance regression, minimization algorithms, signal processing, sparse matrix handling, computational geometry, and statistics. In this work, we provide an overview of the capabilities and development practices of the SciPy library and highlight some recent technical developments.
Key facts. Cited by 49 papers in the map (data through 7 Oct 2026). First posted on arXiv 23 Jul 2019.
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Citing papers per year: 2021: 12; 2022: 22; 2023: 13; 2024: 0; 2025: 1; 2026: 1.
49 papers.
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- 2022Emergent Analogical Reasoning in Large Language Modelscited by 239
- 2022ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoningcited by 175
- 2022Evaluating Human-Language Model Interactioncited by 90
- 2021Global Vision Transformer Pruning with Hessian-Aware Saliencycited by 69
- 2023Real-Time Radiance Fields for Single-Image Portrait View Synthesiscited by 64
- 2025Distillation Scaling Lawscited by 59
- 2021Distributed Deep Learning in Open Collaborationscited by 58
- 2021On The Effect of Auxiliary Tasks on Representation Dynamicscited by 56
- 2023Large Language Models as Superpositions of Cultural Perspectivescited by 48
- 2022SparseTIR: Composable Abstractions for Sparse Compilation in Deep Learningcited by 47
- 2021An Extensible Benchmark Suite for Learning to Simulate Physical Systemscited by 24
- 2023Arbitrary Decisions are a Hidden Cost of Differentially Private Trainingcited by 19
37 more
- 2022Precision Machine Learningcited by 14
- 2022Transformer-Based Learned Optimizationcited by 13
- 2022Quantum neural network autoencoder and classifier applied to an industrial case studycited by 8
- 2022Point normal orientation and surface reconstruction by incorporating isovalue constraints to Poisson equationcited by 8
- 2021Closed-form geodesics and trust-region method to calculate Riemannian logarithms on Stiefel and its quotient manifoldscited by 7
- 2021Time Series Forecasting Using Manifold Learningcited by 7
- 2021What's Behind the Couch? Directed Ray Distance Functions (DRDF) for 3D Scene Reconstructioncited by 7
- 2021Sentiment Analysis of Persian-English Code-mixed Textscited by 6
- 2022Principled Acceleration of Iterative Numerical Methods Using Machine Learningcited by 6
- 2021Learning suction graspability considering grasp quality and robot reachability for bin-pickingcited by 5
- 2023Visual Referential Games Further the Emergence of Disentangled Representationscited by 5
- 2023Efficiently Learning the Graph for Semi-supervised Learningcited by 5
- 2022Stochastic optimal well control in subsurface reservoirs using reinforcement learningcited by 4
- 2022Riemannian optimization for non-centered mixture of scaled Gaussian distributionscited by 4
- 2023A deep-learning search for technosignatures of 820 nearby starscited by 4
- 2022Symplectic Momentum Neural Networks -- Using Discrete Variational Mechanics as a prior in Deep Learningcited by 3
- 2022Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slidescited by 3
- 2023Towards a Better Understanding of Representation Dynamics under TD-learningcited by 3
- 2022CenDerNet: Center and Curvature Representations for Render-and-Compare 6D Pose Estimationcited by 2
- 2022Robustness of Unsupervised Representation Learning without Labelscited by 2
- 2023Sample-efficient Model-based Reinforcement Learning for Quantum Controlcited by 2
- 2023CRIMED: Lower and Upper Bounds on Regret for Bandits with Unbounded Stochastic Corruptioncited by 2
- 2022ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model Interpretationcited by 1
- 2022Parsed Categoric Encodings with Automungecited by 1
- 2022Topological Data Analysis for Anomaly Detection in Host-Based Logscited by 1
- 2022Unsupervised Discovery of Inertial-Fusion Plasma Physics using Differentiable Kinetic Simulations and a Maximum Entropy Loss Functioncited by 1
- 2023Tracking Control for a Spherical Pendulum via Curriculum Reinforcement Learningcited by 1
- 2026From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistrycited by 1
- 2021Signal Processing Based Deep Learning for Blind Symbol Decoding and Modulation Classificationcited by 0
- 2021Using Interaction Data to Predict Engagement with Interactive Mediacited by 0
- 2021Surrogate-based optimization using an artificial neural network for a parameter identification in a 3D marine ecosystem modelcited by 0
- 2022Vehicle management in a modular production context using Deep Q-Learningcited by 0
- 2022How do tuna schools associate to dFADs? A study using echo-sounder buoys to identify global patternscited by 0
- 2022Feature Encodings for Gradient Boosting with Automungecited by 0
- 2023Localise to segment: crop to improve organ at risk segmentation accuracycited by 0
- 2023biquality-learn: a Python library for Biquality Learningcited by 0
- 2023Alzheimer Disease Detection from Raman Spectroscopy of the Cerebrospinal Fluid via Topological Machine Learningcited by 0
- 2026From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry4 May 2026
- 2025Distillation Scaling Laws12 Feb 2025
- 2023CRIMED: Lower and Upper Bounds on Regret for Bandits with Unbounded Stochastic Corruption28 Sep 2023
- 2023Tracking Control for a Spherical Pendulum via Curriculum Reinforcement Learning25 Sep 2023
- 2023Alzheimer Disease Detection from Raman Spectroscopy of the Cerebrospinal Fluid via Topological Machine Learning7 Sep 2023
- 2023biquality-learn: a Python library for Biquality Learning18 Aug 2023
- 2023Large Language Models as Superpositions of Cultural Perspectives15 Jul 2023
- 2023Efficiently Learning the Graph for Semi-supervised Learning12 Jun 2023
- 2023Towards a Better Understanding of Representation Dynamics under TD-learning29 May 2023
- 2023Real-Time Radiance Fields for Single-Image Portrait View Synthesis3 May 2023
- 2023Visual Referential Games Further the Emergence of Disentangled Representations27 Apr 2023
- 2023Sample-efficient Model-based Reinforcement Learning for Quantum Control19 Apr 2023
37 more
- 2023Localise to segment: crop to improve organ at risk segmentation accuracy10 Apr 2023
- 2023Arbitrary Decisions are a Hidden Cost of Differentially Private Training28 Feb 2023
- 2023A deep-learning search for technosignatures of 820 nearby stars30 Jan 2023
- 2022Evaluating Human-Language Model Interaction19 Dec 2022
- 2022Emergent Analogical Reasoning in Large Language Models19 Dec 2022
- 2022ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning15 Dec 2022
- 2022Transformer-Based Learned Optimization2 Dec 2022
- 2022Precision Machine Learning24 Oct 2022
- 2022Robustness of Unsupervised Representation Learning without Labels8 Oct 2022
- 2022Point normal orientation and surface reconstruction by incorporating isovalue constraints to Poisson equation30 Sep 2022
- 2022Feature Encodings for Gradient Boosting with Automunge25 Sep 2022
- 2022Riemannian optimization for non-centered mixture of scaled Gaussian distributions7 Sep 2022
- 2022CenDerNet: Center and Curvature Representations for Render-and-Compare 6D Pose Estimation21 Aug 2022
- 2022How do tuna schools associate to dFADs? A study using echo-sounder buoys to identify global patterns14 Jul 2022
- 2022SparseTIR: Composable Abstractions for Sparse Compilation in Deep Learning11 Jul 2022
- 2022Stochastic optimal well control in subsurface reservoirs using reinforcement learning7 Jul 2022
- 2022Principled Acceleration of Iterative Numerical Methods Using Machine Learning17 Jun 2022
- 2022Unsupervised Discovery of Inertial-Fusion Plasma Physics using Differentiable Kinetic Simulations and a Maximum Entropy Loss Function3 Jun 2022
- 2022Quantum neural network autoencoder and classifier applied to an industrial case study9 May 2022
- 2022Vehicle management in a modular production context using Deep Q-Learning6 May 2022
- 2022Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides4 May 2022
- 2022Topological Data Analysis for Anomaly Detection in Host-Based Logs25 Apr 2022
- 2022Parsed Categoric Encodings with Automunge19 Feb 2022
- 2022Symplectic Momentum Neural Networks -- Using Discrete Variational Mechanics as a prior in Deep Learning20 Jan 2022
- 2022ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation10 Jan 2022
- 2021What's Behind the Couch? Directed Ray Distance Functions (DRDF) for 3D Scene Reconstruction8 Dec 2021
- 2021Surrogate-based optimization using an artificial neural network for a parameter identification in a 3D marine ecosystem model30 Nov 2021
- 2021Learning suction graspability considering grasp quality and robot reachability for bin-picking4 Nov 2021
- 2021Global Vision Transformer Pruning with Hessian-Aware Saliency10 Oct 2021
- 2021Time Series Forecasting Using Manifold Learning7 Oct 2021
- 2021An Extensible Benchmark Suite for Learning to Simulate Physical Systems9 Aug 2021
- 2021Using Interaction Data to Predict Engagement with Interactive Media4 Aug 2021
- 2021Signal Processing Based Deep Learning for Blind Symbol Decoding and Modulation Classification19 Jun 2021
- 2021Distributed Deep Learning in Open Collaborations18 Jun 2021
- 2021Closed-form geodesics and trust-region method to calculate Riemannian logarithms on Stiefel and its quotient manifolds12 Mar 2021
- 2021On The Effect of Auxiliary Tasks on Representation Dynamics25 Feb 2021
- 2021Sentiment Analysis of Persian-English Code-mixed Texts25 Feb 2021
- 2022Emergent Analogical Reasoning in Large Language Modelscited by 239
- 2022ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoningcited by 175
- 2025Distillation Scaling Lawscited by 59
- 2025Distillation Scaling Laws12 Feb 2025
- 2022Emergent Analogical Reasoning in Large Language Models19 Dec 2022
- 2022ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning15 Dec 2022
- 2022Evaluating Human-Language Model Interactioncited by 90
- 2021Global Vision Transformer Pruning with Hessian-Aware Saliencycited by 69
- 2023Real-Time Radiance Fields for Single-Image Portrait View Synthesiscited by 64
- 2021Distributed Deep Learning in Open Collaborationscited by 58
- 2021On The Effect of Auxiliary Tasks on Representation Dynamicscited by 56
- 2023Large Language Models as Superpositions of Cultural Perspectivescited by 48
- 2022SparseTIR: Composable Abstractions for Sparse Compilation in Deep Learningcited by 47
- 2021An Extensible Benchmark Suite for Learning to Simulate Physical Systemscited by 24
- 2023Arbitrary Decisions are a Hidden Cost of Differentially Private Trainingcited by 19
- 2022Precision Machine Learningcited by 14
- 2022Transformer-Based Learned Optimizationcited by 13
- 2022Quantum neural network autoencoder and classifier applied to an industrial case studycited by 8
12 most cited of 46 All 46 (JSON)
- 2026From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry4 May 2026
- 2023CRIMED: Lower and Upper Bounds on Regret for Bandits with Unbounded Stochastic Corruption28 Sep 2023
- 2023Tracking Control for a Spherical Pendulum via Curriculum Reinforcement Learning25 Sep 2023
- 2023Alzheimer Disease Detection from Raman Spectroscopy of the Cerebrospinal Fluid via Topological Machine Learning7 Sep 2023
- 2023biquality-learn: a Python library for Biquality Learning18 Aug 2023
- 2023Large Language Models as Superpositions of Cultural Perspectives15 Jul 2023
- 2023Efficiently Learning the Graph for Semi-supervised Learning12 Jun 2023
- 2023Towards a Better Understanding of Representation Dynamics under TD-learning29 May 2023
- 2023Real-Time Radiance Fields for Single-Image Portrait View Synthesis3 May 2023
- 2023Visual Referential Games Further the Emergence of Disentangled Representations27 Apr 2023
- 2023Sample-efficient Model-based Reinforcement Learning for Quantum Control19 Apr 2023
- 2023Localise to segment: crop to improve organ at risk segmentation accuracy10 Apr 2023
12 newest of 46 All 46 (JSON)