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Andreas Krause — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Andreas Krause
57
papers ·
699
citations ·
83
h-index
ETH Zurich
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Safe Model-based Reinforcement Learning with Stability Guarantees
2017 · 337 citations
Safe Exploration in Finite Markov Decision Processes with Gaussian Processes
2016 · 68 citations
Learning-based Model Predictive Control for Safe Exploration and Reinforcement Learning
2019 · 52 citations
Safe Reinforcement Learning via Curriculum Induction
2020 · 41 citations
Risk-Averse Offline Reinforcement Learning
2021 · 15 citations
Information-Directed Exploration for Deep Reinforcement Learning
2018 · 11 citations
Constrained Policy Optimization via Bayesian World Models
2022 · 11 citations
Efficient Model-Based Reinforcement Learning through Optimistic Policy Search and Planning
2020 · 8 citations
Active Exploration for Inverse Reinforcement Learning
2022 · 6 citations
Learning Safety Constraints from Demonstrations with Unknown Rewards
2023 · 4 citations
Safe Reinforcement Learning via Confidence-Based Filters
2022 · 3 citations
Leveraging Demonstrations with Latent Space Priors
2022 · 2 citations
Provably Learning Nash Policies in Constrained Markov Potential Games
2023 · 2 citations
Logistic Q-Learning
2020 · 1 citations
Hierarchical Skills for Efficient Exploration
2021 · 1 citations
Top co-authors
Bhavya Sukhija
· 8
Matteo Turchetta
· 7
Lenart Treven
· 6
Stelian Coros
· 6
Yarden As
· 6
Felix Berkenkamp
· 5
Sebastian Curi
· 5
Florian D\"orfler
· 4
Carmelo Sferrazza
· 3
David Lindner
· 3
Ilija Bogunovic
· 3
Jonas H\"ubotter
· 3
Topics
Model-Based RL
Exploration
Safe RL
Meta-RL
Value-Based
Offline RL
Multi-Agent
Policy Gradient
Game AI
RLHF & Alignment