Fields of Interests


Journal Papers

  1. T. Hishinuma, K. Senda, "Importance-weighted variational inference model estimation for offline Bayesian model-based reinforcement learning", IEEE Access, vol. 11, pp. 145579-145590, 2023.
  2. K. Senda, T. Hishinuma, Y. Tani, "Approximate Bayesian Reinforcement Learning based on Estimation of Plant", Autonomous Robots, vol. 44, no. 5, pp. 845-857, 2020.
  3. K. Senda, S. Hattori, T. Hishinuma, T. Kohda, "Acceleration of Reinforcement Learning by Policy Evaluation Using Nonstationary Iterative Method", IEEE Transactions on Cybernetics, vol. 44, no. 12, pp. 2696-2705, 2014.

Peer-reviewed Conference Papers

  1. T. Hishinuma, K. Senda, "Weighted model estimation for offline model-based reinforcement learning", Neural Information Processing Systems (NeurIPS), pp. 17789-17800, 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