Hokkaido University · Research Institute for Electronic Science

Research keywordsreinforcement learning・bandit algorithms・reaction pathway search・sequential experiments・Gaussian process bandits・Raman microscopy・molecular property optimization・feature selection

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• Risk-Averse Best Arm Set Identification with Fixed Budget and Fixed Confidence.2025 · CoRR, abs/2506.22253, 2025年06月
• Comparative Analysis of Reinforcement Learning Algorithms for Finding Reaction Pathways: Insights from a Large Benchmark Data Set2025 · Journal of Chemical Theory and Computation, American Chemical Society (ACS), 2025年03月19日
• On-the-fly Raman microscopy guaranteeing the accuracy of discrimination.2024 · Proceedings of the National Academy of Sciences of the United States of America, 121, 12, e2304866121, 2024年03月19日,
• Multi-armed bandit algorithm for sequential experiments of molecular properties with dynamic feature selection.2024 · The Journal of chemical physics, 161, 1, 2024年07月07日,

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