Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU

Signatory is a library for calculating and performing functionality related to the signature and logsignature transforms. The focus is on machine learning, and as such includes features such as CPU parallelism, GPU support, and backpropagation. To our knowledge it is the first GPU-capable library fo...

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Bibliographic Details
Main Authors: Kidger, P, Lyons, TJ
Format: Conference item
Language:English
Published: OpenReview 2021