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Search results for python neural differential equations
neural-differential-equations
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11 search results found
Differentialequations.jl
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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.
Torchsde
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1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
Diffrax
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1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
Scimltutorials.jl
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698
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
Torchcde
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361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
Neuralcde
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352
Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
Easy Neural Ode
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186
Code for the paper "Learning Differential Equations that are Easy to Solve"
Fasterneuraldiffeq
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52
Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)
Neurallaplace
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48
Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.
Gram Ode
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8
Code for the TMLR 2023 paper "GRAM-ODE: Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting"
Neuraldiffeq Fwp
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6
Official repository for the paper "Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules" (NeurIPS 2022)
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