Toshinori Kitamura
5 papers · 2021–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(11)
Top co-authors
Research topics
Keywords
entropy regularization
(2)
value iteration
(2)
reinforcement learning
(2)
minimax optimality
(1)
human-robot interaction
(1)
robot control
(1)
kl regularization
(1)
off-policy learning
(1)
mirror descent
(1)
foundation model
(1)
linear mdp
(1)
error bound
(1)
conservative policy iteration
(1)
variance-weighted regression
(1)
value-based deep rl
(1)
actor critic
(1)
kullback-leibler regularization
(1)
physical risk control
(1)
bisection search
(1)
epigraph form
(1)
Papers
A Comprehensive Survey on Physical Risk Control in the Era of Foundation Model-enabled Robotics
IJCAI 2025
Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form
ICLR 2025
Regularization and Variance-Weighted Regression Achieves Minimax Optimality in Linear MDPs: Theory and Practice
ICML 2023
Cautious Actor-Critic
ACML 2021
Geometric Value Iteration: Dynamic Error-Aware KL Regularization for Reinforcement Learning
ACML 2021