北海道大学 · 情報科学院 / 情報科学研究院 · 准教授

研究关键词distributional optimization・Wasserstein gradient flow・variational inference・variational transport・multiobjective optimization・differentiable optimization layers・metabolite identification

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• Wasserstein Gradient Flow over Variational Parameter Space for Variational Inference2025 · Proceedings of The 28th International Conference on Artificial Intelligence and Statistics, 258, 1756, 1764, 2025年04月,
• Multiple Wasserstein Gradient Descent Algorithm for Multi-Objective Distributional Optimization2025 · The 41st Conference on Uncertainty in Artificial Intelligence, arXiv, 2025年07月22日,
• Moreau-Yoshida variational transport: a general framework for solving regularized distributional optimization problems2024 · Machine Learning, Springer Science and Business Media LLC, 2024年07月10日,
• Differentiable optimization layers enhance GNN-based mitosis detection2023 · SCIENTIFIC REPORTS, 13, 1, NATURE PORTFOLIO, 2023年09月,

• 質量分析のための機械学習手法構築
• On Optimal Transport-based Statistical Measures for Graph Structured Data and Applications
• グラフ構造データを用いた学習のための最適輸送に関する研究
• Scalable Graph Comparison through Smooth Graph Signal Distributions and Optimal Transport

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