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Search results for neural network differential equations
differential-equations
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neural-network
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8 search results found
Scimlbook
⭐
1,722
Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)
Diffrax
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1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
Neuralpde.jl
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864
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
Brian2
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838
Brian is a free, open source simulator for spiking neural networks.
Diffeqflux.jl
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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
Neurodiffeq
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576
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
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)
18s096sciml
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268
18.S096 - Applications of Scientific Machine Learning
Componentarrays.jl
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258
Arrays with arbitrarily nested named components.
Pydens
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242
PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks
Pina
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195
Physics-Informed Neural networks for Advanced modeling
Fbpinns
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110
Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)
Pyrates
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68
Open-source, graph-based Python code generator and analysis toolbox for dynamical systems (pre-implemented and custom models). Most pre-implemented models belong to the family of neural population models.
Highdimpde.jl
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61
A Julia package for Deep Backwards Stochastic Differential Equation (Deep BSDE) and Feynman-Kac methods to solve high-dimensional PDEs without the curse of dimensionality
Tensordiffeq
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60
Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing
Neurallaplace
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48
Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.
Closedloopreachability.jl
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42
Reachability analysis for closed-loop control systems
Mljc Unito Projectx 2020 Public
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29
Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)
Regneuralde.jl
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25
Official Implementation of "Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics" (ICML 2021)
Gpt Pinn
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22
Generative Pre-Trained Physics-Informed Neural Networks Implementation
Schrodingers Equation Solution By Neural Network
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17
Artifitial Neural Networks for Solving Ordinary and Partial Differential Equations, in this case, Schrodinger's Equation for One Particle in a 1-Dimentional Box
Scimlbenchmarksoutput
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13
SciML-Bench Benchmarks for Scientific Machine Learning (SciML), Physics-Informed Machine Learning (PIML), and Scientific AI Performance
Investigating_mitigating_failure_modes_in_pinns
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9
This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Networks(PINNs)"
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