Search Results - RepositoryStats

69

627

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

35

262

apache-2.0

12

Differentiable computations of the signature and logsignature transforms, on both CPU and GPU. (ICLR 2021)

pytorch signature signatures rough-paths logsignature deep-learning logsignatures machine-learning deep-neural-networks

Created 2019-06-11

318 commits to master branch, last one 2 years 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

20

90

apache-2.0

10

Code for "Deep Signature Transforms" (NeurIPS 2019)

signature signatures rough-paths time-series machine-learning

Created 2019-05-21

13 commits to master branch, last one 4 years ago

7

31

other

2

SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series

temporal signature rough-paths tensorflow2 time-series kolmogorov-arnold-networks

Created 2024-06-15

12 commits to main branch, last one 4 months ago