Scholar
Toshinori Kitamura
Google Scholar ID: -gi3cKgAAAAJ
The University of Tokyo
Citations & Impact
Citations
35
H-index
4
i10-index
1
Publications
12
Co-authors
29
list available
Publications
Resume (English only)
Academic Achievements
- 2025, ICLR paper: 'Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form'
- 2025, Finding the Frame Workshop at RLC 2025: 'A Unified MDP Framework for Solving Robust, Convex, Multi-Discount Constraints, and Beyond'
- 2025, NeurIPS Spotlight: 'Provably Efficient RL under Episode-Wise Safety in Constrained MDPs with Linear Function Approximation'
- 2024, arXiv preprint: 'A Policy Gradient Primal-Dual Algorithm for Constrained MDPs with Uniform PAC Guarantees'
- 2023, ICML paper: 'Regularization and Variance-Weighted Regression Achieves Minimax Optimality in Linear MDPs: Theory and Practice'
- 2021, ACML papers: 'Cautious Actor-Critic' and 'Geometric Value Iteration: Dynamic Error-Aware KL Regularization for Reinforcement Learning'
- 2021, arXiv preprint: 'ShinRL: A Library for Evaluating RL Algorithms from Theoretical and Practical Perspectives'
- Multiple arXiv preprints and domestic conference papers in Japan
Education
- Postdoctoral Researcher, University of Alberta, starting Sep 2025
- Postdoctoral Researcher, The University of Tokyo, 2025–Sep 2025
- Ph.D. in Engineering, The University of Tokyo, 2022–2025; supervised by Dr. Tadashi Kozuno and Prof. Yutaka Matsuo
- M.S. in Science and Technology, Nara Institute of Science and Technology, 2020–2022; supervised by Prof. Takamitsu Matsubara
- Exchange Student, University of California Davis, 2018
- B.E. in Science and Technology, Keio University, 2016–2020
