Fields of Interests


Journal Papers

  1. K. Senda, T. Hishinuma, Y. Tani, "Approximate Bayesian Reinforcement Learning based on Estimation of Plant", Autonomous Robots, 44-5, 845--857, 2020.
  2. K. Senda, S. Hattori, T. Hishinuma, T. Kohda, "Acceleration of Reinforcement Learning by Policy Evaluation Using Nonstationary Iterative Method", IEEE Transactions on Cybernetics, 44-12, 2696-2705, 2014.

Conference Papers

  1. T. Hishinuma, K. Senda, "Weighted model estimation for offline model-based reinforcement learning", Neural Information Processing Systems (NeurIPS), 2021.
  2. T. Hishinuma, K. Senda, "An Approximate Bayesian Reinforcement Learning Approach Using Robust Control Policy and Tree Search", International Conference on Automated Planning and Scheduling (ICAPS), pp. 417-421, 2018.
  3. T. Hishinuma, K. Senda, "Robust and explorative behavior in model-based Bayesian reinforcement learning", IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (IEEE ADPRL), 2016.

Education