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: "Neural Rough Differential Equations for Long Time Series", (ICML 2021)

Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)

Official repository for the paper "Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules" (NeurIPS 2022)

Code for "Controlled Differential Equations on Long Sequences via Non-standard Wavelets" paper. ICML23