Csaba Toth
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
Capturing Graphs with Hypo-Elliptic Diffusions
Csaba Toth, Darrick Lee, Celia Hacker, Harald Oberhauser. NeurIPS 2022.
arxiv.org:2205.14092
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
Csaba Toth, Patric Bonnier, Harald Oberhauser. ICLR 2021.
arxiv.org:2006.07027
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
Csaba Toth, Harald Oberhauser. ICML 2020.
arxiv.org:1906.08215
MT 2020, 2021: Part A Linear Algebra (Tutor, St. Hugh's)
HT 2020: Part C Limit Theorems and Large Deviations in Probability (TA, Intercollegiate)
MT 2019: Part C Theories of Deep Learning (TA, Intercollegiate)
Rough Paths, Signatures, Tensors, Bayesian Inference, Kernel Methods, Graph Neural Networks
Scholar Award (NeurIPS, New Orleans, 2022)
Outstanding Reviewer Award (NeurIPS, Virtual, 2021)
Mathematical Institute Award (Mathematical Institute, Oxford, 2019)
Distinction Award (Lincoln College, Oxford, 2018)