Friedrich Solowjow
5 papers · 2020–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
🚀
Conference Pioneer
Top co-authors
Research topics
Keywords
data efficiency
(2)
model-based reinforcement learning
(2)
oracle inequalities
(1)
uncertainty quantification
(1)
epistemic uncertainty
(1)
policy learning
(1)
sliced wasserstein distance
(1)
gaussian process regression
(1)
algorithmic stability
(1)
generalization
(1)
support vector machine
(1)
actor-critic algorithm
(1)
dynamical system
(1)
aleatoric uncertainty
(1)
hilbertian embedding
(1)
kernel machine
(1)
performance improvement
(1)
information-theoretical properties
(1)
sample-efficient training
(1)
kernel methods
(1)
Papers
On Rollouts in Model-Based Reinforcement Learning
ICLR 2025
On Statistical Learning Theory for Distributional Inputs
ICML 2024
On the Consistency of Kernel Methods with Dependent Observations
ICML 2024
Trust the Model Where It Trusts Itself - Model-Based Actor-Critic with Uncertainty-Aware Rollout Adaption
ICML 2024
Actively Learning Gaussian Process Dynamics
L4DC 2020