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Solowjow, Friedrich
9 publications
TMLR
2025
Event-Triggered Time-Varying Bayesian Optimization
Paul Brunzema
,
Alexander von Rohr
,
Friedrich Solowjow
,
Sebastian Trimpe
NeurIPS
2025
Kernel Conditional Tests from Learning-Theoretic Bounds
Pierre-François Massiani
,
Christian Fiedler
,
Lukas Haverbeck
,
Friedrich Solowjow
,
Sebastian Trimpe
ICLR
2025
On Rollouts in Model-Based Reinforcement Learning
Bernd Frauenknecht
,
Devdutt Subhasish
,
Friedrich Solowjow
,
Sebastian Trimpe
ICML
2024
On Statistical Learning Theory for Distributional Inputs
Christian Fiedler
,
Pierre-François Massiani
,
Friedrich Solowjow
,
Sebastian Trimpe
ICML
2024
On the Consistency of Kernel Methods with Dependent Observations
Pierre-François Massiani
,
Sebastian Trimpe
,
Friedrich Solowjow
ICML
2024
Trust the Model Where It Trusts Itself - Model-Based Actor-Critic with Uncertainty-Aware Rollout Adaption
Bernd Frauenknecht
,
Artur Eisele
,
Devdutt Subhasish
,
Friedrich Solowjow
,
Sebastian Trimpe
TMLR
2022
Identifying Causal Structure in Dynamical Systems
Dominik Baumann
,
Friedrich Solowjow
,
Karl Henrik Johansson
,
Sebastian Trimpe
ECML-PKDD
2022
Structure-Preserving Gaussian Process Dynamics
Katharina Ensinger
,
Friedrich Solowjow
,
Sebastian Ziesche
,
Michael Tiemann
,
Sebastian Trimpe
L4DC
2020
Actively Learning Gaussian Process Dynamics
Mona Buisson-Fenet
,
Friedrich Solowjow
,
Sebastian Trimpe