Zhishuai Liu
4 papers · 2024–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(11)
Venues
Top co-authors
Research topics
Reinforcement Learning
(4)
Methods
(4)
Machine Learning
(3)
Learning Types · Machine Learning
(2)
Optimization & Theory
(2)
Artificial Intelligence
(1)
Deep Learning
(1)
Mathematics & Optimization
(1)
Application Areas
(1)
Applications
(1)
Learning Paradigms
(1)
Learning Types · Deep Learning
(1)
Optimization
(1)
Keywords
distributionally robust optimization
(2)
offline reinforcement learning
(2)
function approximation
(1)
minimax optimization
(1)
markov decision process
(1)
value iteration
(1)
worst-case performance
(1)
f-divergence
(1)
linear function approximation
(1)
variance estimation
(1)
distributionally robust
(1)
robust policies
(1)
uncertainty set
(1)
sublinear regret
(1)
robust markov decision process
(1)
off-dynamics reinforcement learning
(1)
robust control
(1)
robust policy
(1)
sub-optimality gap
(1)
online interaction
(1)
Papers
Robust Offline Reinforcement Learning with Linearly Structured f-Divergence Regularization
ICML 2025
Sample Complexity of Distributionally Robust Off-Dynamics Reinforcement Learning with Online Interaction
ICML 2025
Distributionally Robust Off-Dynamics Reinforcement Learning: Provable Efficiency with Linear Function Approximation
AISTATS 2024
Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning
NeurIPS 2024