Research
Publications
Category
Research Area
Year
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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)
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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
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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).