One-Shot Transfer Learning for Nonlinear PDEs with Perturbative PINNs
机构 * ENSTA Paris(巴黎国立应用科学大学) ; Harvard University(哈佛大学)
Comments Accepted at Machine Learning and the Physical Sciences Workshop, NeurIPS 2025
高校专区
机构 * ENSTA Paris(巴黎国立应用科学大学) ; Harvard University(哈佛大学)
Comments Accepted at Machine Learning and the Physical Sciences Workshop, NeurIPS 2025
机构 * Harvard University(哈佛大学) ; CBS-NTT Program in Physics of Intelligence(物理智能CBS-NTT项目) ; Center for Brain Science(脑科学中心)
机构 * Division of Computational Health Sciences, University of Minnesota(计算健康科学系,明尼苏达大学) ; Department of Computer Science and Engineering, University of Minnesota(计算机科学与工程系,明尼苏达大学) ; Department of Computer Science, Harvard University(计算机科学系,哈佛大学) ; Department of Radiation Oncology and Winship Cancer Institute, Emory University(放射肿瘤学系和Winship癌症研究所,埃默里大学) ; Advanced Imaging Research Center, University of Texas Southwestern Medical Center(先进成像研究中心,德克萨斯西南医学中心) ; College of Information Sciences and Technology, The Pennsylvania State University(信息科学与技术学院,宾夕法尼亚州立大学)
Comments 15page,5 figures,8 tables
机构 * University of Washington(华盛顿大学) ; Seoul National University(首尔国立大学) ; Allen Institute for AI(人工智能研究所) ; Kempner Institute at Harvard University(哈佛大学凯默纳研究所)
机构 * Department of Quantitative Biomedicine, University of Zurich(苏黎世大学定量生物医学系) ; Harvard Medical School(哈佛医学院) ; Department of Computer Science, ETH Zurich(苏黎世联邦理工学院计算机科学系) ; ETH AI Center, ETH Zurich(苏黎世联邦理工学院人工智能中心) ; Center for Dental Medicine, University of Zurich(苏黎世大学牙科医学中心) ; Department of Computer Engineering, Bogazici University(博雅大学计算机工程系) ; Department of Endodontics, Istanbul Medipol University(伊斯坦布尔Medipol大学牙体医学系) ; University of Oklahoma, College of Dentistry, Graduate Periodontics Department(俄克拉荷马大学牙科学院研究生牙周病学系)