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  • Progressive Optimal Path Sampling for Closed-Loop Optimal Control Design with Deep Neural Networks

    Xuanxi Zhang, Jihao Long, Wei Hu, Weinan E, Jiequn Han
    2025-10-31
    24413 191 Pages:223-263
  • Prompt Engineering Through the Lens of Optimal Control

    Yifan Luo, Yiming Tang, Chengfeng Shen, Zhenan Zhou, Bin Dong
    2023-12-28
    26130 2956 Pages:241-258 Open-access
  • Reinforcement Learning Algorithm for Mixed Mean Field Control Games

    Andrea Angiuli, Nils Detering, Jean-Pierre Fouque, Mathieu Laurière, Jimin Lin
    2023-06-06
    32416 4128 Pages:108-137 Open-access
  • Variational Formulations of ODE-Net as a Mean-Field Optimal Control Problem and Existence Results

    Noboru Isobe, Mizuho Okumura
    2024-11-07
    17828 2123 Pages:413-444 Open-access
  • A Multimodal PDE Foundation Model for Prediction and Scientific Text Descriptions

    Elisa Negrini, Yuxuan Liu, Liu Yang, Stanley J. Osher, Hayden Schaeffer
    2025-11-14
    23974 135 Pages:290-317
  • Stochastic Operator Network: A Stochastic Maximum Principle Based Approach to Operator Learning

    Ryan Bausback, Jingqiao Tang, Lu Lu, Feng Bao, Phuoc-Toan Huynh
    2026-01-28
    109 46
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