dynamical-systems topic

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

patrick-kidger

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

patrick-kidger

Brain Dynamics Programming in Python

brainpy

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

google-research

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

jacobjinkelly

A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.

Zymrael

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

DiffEqML

Inclusive model of expression dynamics with conventional or metabolic labeling based scRNA-seq / multiomics, vector field reconstruction and differential geometry analyses

aristoteleo

Python package for solving partial differential equations using finite differences.

zwicker-group

A package for the sparse identification of nonlinear dynamical systems from data

dynamicslab