Deep Signature Transforms

21 May 2019

Papers citing "Deep Signature Transforms"

10 / 10 papers shown

Title
Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone Antonio Orvieto Benjamin Walker C. Salvi Terry Lyons Mamba 53 25 0 29 Feb 2024
Learning the Dynamics of Sparsely Observed Interacting Systems Linus Bleistein Adeline Fermanian A. Jannot Agathe Guilloux 38 5 0 27 Jan 2023
Signature and Log-signature for the Study of Empirical Distributions Generated with GANs J. Curtò I. D. Zarzà Hong-Mei Yan Carlos T. Calafate 16 1 0 07 Mar 2022
Feature Engineering with Regularity Structures I. Chevyrev A. Gerasimovičs H. Weber 25 10 0 12 Aug 2021
Neural Controlled Differential Equations for Online Prediction Tasks James Morrill Patrick Kidger Lingyi Yang Terry Lyons AI4TS 25 40 0 21 Jun 2021
Efficient and Accurate Gradients for Neural SDEs Patrick Kidger James Foster Xuechen Li Terry Lyons DiffM 22 60 0 27 May 2021
Generalized iterated-sums signatures J. Diehl K. Ebrahimi-Fard Nikolas Tapia 18 11 0 08 Dec 2020
Discrete-time signatures and randomness in reservoir computing Christa Cuchiero Lukas Gonon Lyudmila Grigoryeva Juan-Pablo Ortega Josef Teichmann 11 45 0 17 Sep 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 25 446 0 18 May 2020
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU Patrick Kidger Terry Lyons 24 83 0 03 Jan 2020