Articles

• Beyond the Quadratic Approximation: The Multiscale Structure of Neural Network Loss Landscapes

  Chao Ma, Daniel Kunin, Lei Wu, Lexing Ying

  247-267

  [An open-access article; the PDF is free to any online user.]

  • Preview
  • Full PDF

• Bridging Traditional and Machine Learning-Based Algorithms for Solving PDEs: The Random Feature Method

  Jingrun Chen, Xurong Chi, Weinan E, Zhouwang Yang

  268-298

  [An open-access article; the PDF is free to any online user.]

  • Preview
  • Full PDF

• The Cost-Accuracy Trade-Off in Operator Learning with Neural Networks

  Maarten V. de Hoop, Daniel Zhengyu Huang, Elizabeth Qian, Andrew M. Stuart

  299-341

  [An open-access article; the PDF is free to any online user.]

  • Preview
  • Full PDF