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The Top 23 Neural Differential Equations Open Source Projects

Open source projects categorized as Neural Differential Equations
Categories > Neural Differential Equations
Differentialequations.jl ⭐ 2,689
Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.
most recent commit 4 months ago
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2most recent commit 7 months agopypi torchsde} Downloads
Torchdyn ⭐ 1,187
A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
dependent packages 1total releases 14most recent commit 4 months agopypi torchdyn} Downloads
Diffrax ⭐ 1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
dependent packages 9total releases 16most recent commit 4 months agopypi diffrax} Downloads
Neuralpde.jl ⭐ 864
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
most recent commit 4 months ago
Diffeqflux.jl ⭐ 810
Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
most recent commit 4 months ago
Scimltutorials.jl ⭐ 698
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
most recent commit 8 months ago
Torchcde ⭐ 361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
dependent packages 2total releases 4most recent commit 9 months agopypi torchcde} Downloads
Neuralcde ⭐ 352
Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
most recent commit 3 years ago
Diffeqbase.jl ⭐ 282
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
most recent commit 4 months ago
Diffeqoperators.jl ⭐ 279
Linear operators for discretizations of differential equations and scientific machine learning (SciML)
most recent commit a year ago
Diffeqgpu.jl ⭐ 261
GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem
most recent commit 4 months ago
Easy Neural Ode ⭐ 186
Code for the paper "Learning Differential Equations that are Easy to Solve"
most recent commit 2 years ago
Jumpprocesses.jl ⭐ 127
Build and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and scientific machine learning (SciML)
most recent commit 4 months ago
Diffeqbayes.jl ⭐ 119
Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning
most recent commit 4 months ago
Multiscalearrays.jl ⭐ 69
A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations
most recent commit 4 months ago
Fasterneuraldiffeq ⭐ 52
Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)
most recent commit 3 years ago
Diffeqproblemlibrary.jl ⭐ 51
A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools
most recent commit 5 months ago
Neurallaplace ⭐ 48
Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.
total releases 4most recent commit 5 months ago
Diffeqml Research ⭐ 48
This repository contains code released by DiffEqML Research
most recent commit 2 years ago
Boundaryvaluediffeq.jl ⭐ 39
Boundary value problem (BVP) solvers for scientific machine learning (SciML)
most recent commit 4 months ago
Scimltutorialsoutput ⭐ 18
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
most recent commit a year ago
Awesome Scientific Machine Learning ⭐ 15
A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software
most recent commit 5 months ago
The 4 Most Depended On Neural Differential Equations Open Source Projects
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2latest release September 26, 2023most recent commit 7 months agopypi torchsde} Downloads
Diffrax ⭐ 1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
dependent packages 9total releases 16latest release August 03, 2023most recent commit 4 months agopypi diffrax} Downloads
Torchcde ⭐ 361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
dependent packages 2total releases 4latest release October 17, 2021most recent commit 9 months agopypi torchcde} Downloads
Torchdyn ⭐ 1,187
A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
dependent packages 1total releases 14latest release September 01, 2023most recent commit 4 months agopypi torchdyn} Downloads
The 5 Latest Releases In Neural Differential Equations Open Source Projects
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2latest release September 26, 2023most recent commit 7 months agopypi torchsde} Downloads
Torchdyn ⭐ 1,187
A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
dependent packages 1total releases 14latest release September 01, 2023most recent commit 4 months agopypi torchdyn} Downloads
Diffrax ⭐ 1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
dependent packages 9total releases 16latest release August 03, 2023most recent commit 4 months agopypi diffrax} Downloads
Torchcde ⭐ 361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
dependent packages 2total releases 4latest release October 17, 2021most recent commit 9 months agopypi torchcde} Downloads
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