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SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data
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SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data

M. Lemercier
C. Salvi
Thomas Cass
Edwin V. Bonilla
Theodoros Damoulas
Terry Lyons
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Papers citing "SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data"

10 / 10 papers shown
Title
Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models
Benjamin Walker
Lingyi Yang
Nicola Muca Cirone
C. Salvi
Terry Lyons
AI4TS
80
0
0
23 May 2025
Koopman-Equivariant Gaussian Processes
Petar Bevanda
Max Beier
Armin Lederer
A. Capone
Stefan Sosnowski
Sandra Hirche
AI4TS
102
2
0
10 Feb 2025
Log-PDE Methods for Rough Signature Kernels
Log-PDE Methods for Rough Signature Kernels
M. Lemercier
Terry Lyons
C. Salvi
183
2
0
01 Apr 2024
Theoretical Foundations of Deep Selective State-Space Models
Theoretical Foundations of Deep Selective State-Space Models
Nicola Muca Cirone
Antonio Orvieto
Benjamin Walker
C. Salvi
Terry Lyons
Mamba
272
34
0
29 Feb 2024
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes
Georg Manten
Cecilia Casolo
E. Ferrucci
Søren Wengel Mogensen
C. Salvi
Niki Kilbertus
CMLBDL
244
12
0
28 Feb 2024
Non-adversarial training of Neural SDEs with signature kernel scores
Non-adversarial training of Neural SDEs with signature kernel scores
Zacharia Issa
Blanka Horvath
M. Lemercier
C. Salvi
AI4TS
116
26
0
25 May 2023
Koopman Kernel Regression
Koopman Kernel Regression
Petar Bevanda
Maximilian Beier
Armin Lederer
Stefan Sosnowski
Eyke Hüllermeier
Sandra Hirche
AI4TS
84
16
0
25 May 2023
New directions in the applications of rough path theory
New directions in the applications of rough path theory
Adeline Fermanian
Terry Lyons
James Morrill
C. Salvi
142
16
0
09 Feb 2023
Efficient and Accurate Gradients for Neural SDEs
Efficient and Accurate Gradients for Neural SDEs
Patrick Kidger
James Foster
Xuechen Li
Terry Lyons
DiffM
106
66
0
27 May 2021
A Primer on the Signature Method in Machine Learning
A Primer on the Signature Method in Machine Learning
I. Chevyrev
Andrey Kormilitzin
510
218
0
11 Mar 2016