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• Space-Time Deep Neural Network Approximations for High-Dimensional Partial Differential Equations

  Fabian Hornung, Arnulf Jentzen, Diyora Salimova

  2025-07-12

  6155 492 Pages:918-975

• A Deep Learning Based Discontinuous Galerkin Method for Hyperbolic Equations with Discontinuous Solutions and Random Uncertainties

  Jingrun Chen, Shi Jin, Liyao Lyu

  2023-11-08

  29591 2596 Pages:1281-1304

• Deep ReLU Networks Overcome the Curse of Dimensionality for Generalized Bandlimited Functions

  Hadrien Montanelli, Haizhao Yang, Qiang Du

  2021-11-19

  55135 4375 Pages:801-815

• A Stochastic Trust-Region Framework for Policy Optimization

  Mingming Zhao, Yongfeng Li, Zaiwen Wen

  2022-11-08

  301207 3540 Pages:1004-1030

• Physics Informed Neural Networks (PINNs) For Approximating Nonlinear Dispersive PDEs

  Genming Bai, Ujjwal Koley, Siddhartha Mishra, Roberto Molinaro

  2021-11-19

  41374 3767 Pages:816-847

• Quantization and Training of Low Bit-Width Convolutional Neural Networks for Object Detection

  Penghang Yin, Shuai Zhang, Yingyong Qi, Jack Xin

  2019-04-29

  65192 3593 Pages:349-359