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Csaba Tóth
Joined
September 2020
Names
Csaba Tóth
(Preferred)
,
Csaba Toth
,
Gábor Csaba Tóth
Emails
****@maths.ox.ac.uk
(Confirmed)
,
****@gmail.com
(Confirmed)
Personal Links
Homepage
DBLP
LinkedIn
Career & Education History
PhD student
Mathematics,
University of Oxford
(ox.ac.uk)
2019
–
2025
MS student
University of Oxford
(ox.ac.uk)
2017
–
2018
Advisors, Relations & Conflicts
PhD Advisor
Harald Oberhauser
2019
–
Present
PhD Advisor
Terry Lyons
2019
–
Present
Expertise
Concentration of Measure
,
Random Projections
,
Orlicz spaces
2022
–
Present
Graph Neural Networks
,
Graph Kernels
,
Label Propagation
2022
–
Present
Deep Learning for Time Series
,
Convolutional Neural Networks
,
Recurrent Neural Networks
,
Tensor Networks
,
Transformers
,
Self-Attention
2020
–
Present
Kernel methods
,
Kernels for Time Series and Sequences
2019
–
Present
Scalable Kernel Methods
,
Random Fourier Features
,
Low-Rank Kernel Approximations
2019
–
Present
Gaussian processes
,
Variational Methods
,
Sparse Variational Inference
,
Variational Auto-Encoders
2018
–
Present
Publications
Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes
Csaba Tóth
,
Masaki Adachi
,
Michael A Osborne
,
Harald Oberhauser
AISTATS 2025 Poster
Readers:
Everyone
Capturing Graphs with Hypo-Elliptic Diffusions
Csaba Toth
,
Darrick Lee
,
Celia Hacker
,
Harald Oberhauser
Published: 31 Oct 2022, Last Modified: 11 Jan 2023
NeurIPS 2022 Accept
Readers:
Everyone
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
Csaba Toth
,
Patric Bonnier
,
Harald Oberhauser
Published: 12 Jan 2021, Last Modified: 12 Oct 2025
ICLR 2021 Poster
Readers:
Everyone
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
Csaba Tóth
,
Harald Oberhauser
2020 (modified: 02 Nov 2022)
ICML 2020
Readers:
Everyone
Co-Authors
Celia Hacker
Darrick Lee
Harald Oberhauser
Masaki Adachi
Michael A Osborne
Patric Bonnier