Csaba Toth

4 papers · 2020–2025 · 4 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (4) 🏃 Academic Marathon (5) 🐝 Cross-Pollinator (14) 🗺️ Taxonomy Completionist (10)

Conferences

AISTATS (1) ICLR (1) ICML (1) NIPS (1)

Top co-authors

Harald Oberhauser (4) Michael A Osborne (1) Celia Hacker (1) Darrick Lee (1) Masaki Adachi (1) Patric Bonnier (1)

Keywords

variational inference (1) graph laplacian (1) time series classification (1) low-rank approximation (1) gaussian process (1) random walk (1) sparse approximation (1) sequential datum (1) signature kernel (1) long-range dependency (1) graph neural network (1) hypo-elliptic diffusion (1)

Papers

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes AISTATS 2025

Capturing Graphs with Hypo-Elliptic Diffusions NIPS 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