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70

633

apache-2.0

20

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

pytorch rough-paths time-series deep-learning neural-networks machine-learning dynamical-systems deep-neural-networks differential-equations neural-differential-equations controlled-differential-equations

Created 2020-05-18

58 commits to master branch, last one 3 years ago

44

423

apache-2.0

14

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

pytorch time-series deep-learning neural-networks machine-learning dynamical-systems deep-neural-networks differential-equations neural-differential-equations controlled-differential-equations

Created 2020-05-08

119 commits to master branch, last one about a year ago

14

115

unknown

4

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

pytorch signatures neural-cdes rough-paths time-series deep-learning machine-learning numerical-methods time-series-analysis controlled-differential-equations

Created 2020-09-11

19 commits to master branch, last one 3 years ago

10

86

apache-2.0

7

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

pytorch deep-learning machine-learning dynamical-systems numerical-methods numerical-analysis deep-neural-networks differential-equations neural-differential-equations ordinary-differential-equations controlled-differential-equations

Created 2020-08-13

23 commits to master branch, last one 3 years ago