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Stephan G\"unnemann — most-cited papers & profile · Time Series
← authors
·
overview
Stephan G\"unnemann
72
papers ·
3088
citations
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Neural Flows: Efficient Alternative to Neural ODEs
2021 · 24 citations
Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks
2022 · 11 citations
Multi-Objective Model Selection for Time Series Forecasting
2022 · 7 citations
Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion
2022 · 7 citations
Add and Thin: Diffusion for Temporal Point Processes
2023 · 1 citations
Byte Pair Encoding for Efficient Time Series Forecasting
2025
Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting
2024
Top co-authors
Marin Bilo\v{s
· 3
Marten Lienen
· 3
David L\"udke
· 2
Leo Schwinn
· 2
Marcel Kollovieh
· 2
Tim Januschowski
· 2
Anderson Schneider
· 1
David Salinas
· 1
Johanna Sommer
· 1
Kashif Rasul
· 1
Leon G\"otz
· 1
Oleksandr Shchur
· 1
Topics
Probabilistic
cs.LG
Foundation Models
cs.AI
stat.ML
Domain — Energy/Weather