Toshinori Kitamura
Toshinori Kitamura
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Reinforcement Learning
A Policy Gradient Primal-Dual Algorithm for Constrained MDPs with Uniform PAC Guarantees
Official Implementations of “A Policy Gradient Primal-Dual Algorithm for Constrained MDPs with Uniform PAC Guarantees
Japanese Translation of "CMPUT 653 Theoretical Foundations of Reinforcement Learning"
Working in Progress
Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form
Official Implementations of “Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form
PyTorch-RL-IL (rlil)
A PyTorch Library for Building Reinforcement Learning and Imitation Learning Agents
ShinRL
A Library for Evaluating RL Algorithms from Theoretical and Practical Perspectives.
Variance Weighted MDVI
Official Implementations of “Regularization and Variance-Weighted Regression Achieves Minimax Optimality in Linear MDPs”
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