Projects in Awesome Lists tagged with rough-paths

A curated list of projects in awesome lists tagged with rough-paths .

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https://github.com/patrick-kidger/neuralcde

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

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

Last synced: 17 Nov 2025

https://github.com/patrick-kidger/NeuralCDE

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

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

Last synced: 01 Apr 2025

https://github.com/patrick-kidger/signatory

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

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

Last synced: 17 Nov 2025

https://github.com/jambo6/neuralRDEs

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

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

Last synced: 03 Oct 2025

https://github.com/patrick-kidger/deep-signature-transforms

Code for "Deep Signature Transforms" (NeurIPS 2019)

machine-learning rough-paths signature signatures time-series

Last synced: 11 Mar 2026

https://github.com/remigenet/sigkan

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

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

Last synced: 17 Jun 2025

https://github.com/remigenet/SigKAN

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

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

Last synced: 01 Aug 2025