Popular GitHub Repositories for Neural Differential Equations

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods

Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

Code for the paper "Learning Differential Equations that are Easy to Solve"

This repository contains code released by DiffEqML Research

A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software

Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

Code for the TMLR 2023 paper "GRAM-ODE: Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting"

Repository for my master thesis at EPFL: "Neural controlled differential equations for crop classification"