Research

Publications

Category

Research Area

Year

  • Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form

    Toshinori Kitamura, Tadashi Kozuno, Wataru Kumagai, Kenta Hoshino, Yohei Hosoe, Kazumi Kasaura, Masashi Hamaya, Paavo Parmas, Yutaka Matsuo

    International Conference on Learning Representations (ICLR 2025)

  • 2024 Japanese Society for Artificial Intelligence National Conference Excellence Award: ADOPT: An Adaptive Optimization Algorithm that Converges at an Optimal Rate Independent of Hyperparameters

    谷口 尚平, 原田 憲旺, 峰岸 剛基, 大島 佑太, 鄭 晟徹, 長原 豪, 飯山 燈, 鈴木 雅大, 岩澤 有祐, 松尾 豊

  • Langevin Autoencoders for Learning Deep Latent Variable Models

    Shohei Taniguchi, Yusuke Iwasawa, Wataru Kumagai, Yutaka Matsuo

    Advances in Neural Information Processing Systems 35 (NeurIPS 2022).