Csaba Toth
4 papers · 2020–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Bronze
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Academic Marathon Β· Sprint
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Interdisciplinary Bridge Β· Bronze
πΊοΈ
Taxonomy Completionist
(12)
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Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
signature kernel
(2)
gaussian process
(2)
sequential data
(2)
variational inference
(2)
random walk
(1)
time series forecasting
(1)
sparse approximation
(1)
multivariate time series
(1)
generative model
(1)
long-range dependency
(1)
graph neural network
(1)
hypo-elliptic diffusion
(1)
random fourier decayed signature feature
(1)
low-rank tensor projection
(1)
free algebra
(1)
graph laplacian
(1)
time series classification
(1)
low-rank approximation
(1)
Papers
Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes
AISTATS 2025
Capturing Graphs with Hypo-Elliptic Diffusions
NeurIPS 2022
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections
ICLR 2021
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances
ICML 2020