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Yang, Haizhao

  1. Deep Nonparametric Estimation of Operators between Infinite Dimensional Spaces
    2022/01/01 by Liu, Hao, Yang, Haizhao, Chen, Minshuo +2 · 8 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. Two-Layer Neural Networks for Partial Differential Equations: Optimization and Generalization Theory
    2020/06/28 by Tao Luo, Haizhao Yang, Luo, Tao +1 · 6 citations
    Computer Science · Engineering · Physics and Astronomy · #Advanced Numerical Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
  3. Error bounds for deep ReLU networks using the Kolmogorov--Arnold superposition theorem
    2019/06/27 by Montanelli, Hadrien, Yang, Haizhao · 4 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  4. Deep Operator Learning Lessens the Curse of Dimensionality for PDEs
    2023/01/28 by Ke Chen, Chunmei Wang, Chen, Ke +3 · 6 citations
    Mathematics · Physics and Astronomy · Computer Science · #Numerical methods in inverse problems #Model Reduction and Neural Networks #Advanced Mathematical Modeling in Engineering
  5. Friedrichs Learning: Weak Solutions of Partial Differential Equations via Deep Learning
    2020/12/15 by Chen, Fan, Huang, Jianguo, Wang, Chunmei +1 · 3 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  6. The Discovery of Dynamics via Linear Multistep Methods and Deep Learning: Error Estimation
    2021/03/21 by Du, Qiang, Gu, Yiqi, Yang, Haizhao +1 · 3 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  7. Nearly Optimal VC-Dimension and Pseudo-Dimension Bounds for Deep Neural Network Derivatives
    2023/05/15 by Yang, Yahong, Yang, Haizhao, Xiang, Yang · 5 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  8. Solving PDEs on Unknown Manifolds with Machine Learning
    2021/06/12 by Liang, Senwei, Jiang, Shixiao W., Harlim, John +1 · 3 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  9. What is the Solution for State-Adversarial Multi-Agent Reinforcement Learning?
    2022/12/06 by Han, Songyang, Su, Sanbao, He, Sihong +4 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Multiagent Systems (cs.MA)
  10. Nearly Optimal Approximation Rates for Deep Super ReLU Networks on Sobolev Spaces
    2023/10/16 by Yang, Yahong, Wu, Yue, Yang, Haizhao +1 · 4 citations
    #FOS: Mathematics #Numerical Analysis (math.NA)
  11. Simultaneous Neural Network Approximation for Smooth Functions
    2021/09/01 by Sean Hon, Hon, Sean, Haizhao Yang +1 · 2 citations
    Engineering · Physics and Astronomy · #Advanced Numerical Methods in Computational Mathematics #FOS: Mathematics #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Numerical methods in engineering
  12. Stationary Density Estimation of Itô Diffusions Using Deep Learning
    2021/09/09 by Gu, Yiqi, Harlim, John, Liang, Senwei +1 · 2 citations
    #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  13. Reproducing Activation Function for Deep Learning
    2021/01/13 by Senwei Liang, Liyao Lyu, Liang, Senwei +5 · 4 citations
    Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Model Reduction and Neural Networks #Image and Signal Denoising Methods
  14. OptimAI: Optimization from Natural Language Using LLM-Powered AI Agents
    2025/04/23 by Raghav Thind, Thind, Raghav, Sun, Youran +4 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  15. Interpolative Decomposition Butterfly Factorization
    2018/09/27 by Pang, Qiyuan, Ho, Kenneth L., Yang, Haizhao · 1 citation
    #FOS: Mathematics #Numerical Analysis (math.NA)
  16. FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model
    2024/04/23 by Zezheng Song, Song, Zezheng, Jiaxin Yuan +3 · 3 citations
    Decision Sciences · Engineering · #Advanced Data Processing Techniques #Artificial Intelligence (cs.AI) #Computational Engineering #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Finance #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Simulation Techniques and Applications #and Science (cs.CE)
  17. Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise
    2019/08/12 by Liang, Senwei, Huang, Zhongzhan, Liang, Mingfu +1 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  18. Convergence Analysis of the Deep Galerkin Method for Weak Solutions
    2023/02/05 by Jiao, Yuling, Lai, Yanming, Wang, Yang +2 · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  19. Rapid Application of the Spherical Harmonic Transform via Interpolative Decomposition Butterfly Factorization
    2020/04/23 by Bremer, James, Chen, Ze, Yang, Haizhao · 1 citation
    #FOS: Mathematics #Numerical Analysis (math.NA)
  20. A Finite Expression Method for Solving High-Dimensional Committor Problems
    2023/06/21 by Song, Zezheng, Cameron, Maria K., Yang, Haizhao · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Symbolic Computation (cs.SC)
  21. A fast Petrov-Galerkin spectral method for the multi-dimensional Boltzmann equation using mapped Chebyshev functions
    2021/05/18 by Hu, Jingwei, Huang, Xiaodong, Shen, Jie +1 · 1 citation
    #FOS: Mathematics #Numerical Analysis (math.NA)
  22. Reinforced Inverse Scattering
    2022/06/08 by Hanyang Jiang, Yuehaw Khoo, Jiang, Hanyang +3 · 1 citation
    Engineering · Physics and Astronomy · #49MXX #65N21 #68Txx #Advanced Optical Sensing Technologies #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Microwave Imaging and Scattering Analysis #Random lasers and scattering media #Signal Processing (eess.SP) #electronic engineering #information engineering
  23. Deep Learning via Neural Energy Descent
    2023/02/21 by Hao, Wenrui, Wang, Chunmei, Xu, Xingjian +1 · 1 citation
    #FOS: Mathematics #Numerical Analysis (math.NA)
  24. IAE-Net: Integral Autoencoders for Discretization-Invariant Learning
    2022/03/10 by Ong, Yong Zheng, Shen, Zuowei, Yang, Haizhao · 1 citation
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  25. PINS: Proximal Iterations with Sparse Newton and Sinkhorn for Optimal Transport
    2025/02/06 by D.J. Wu, Ling Liang, Wu, Di +3 · 2 citations
    Computer Science · Environmental Science · Physics and Astronomy · #Matrix Theory and Algorithms #Groundwater flow and contamination studies #Model Reduction and Neural Networks
  26. On Fast Simulation of Dynamical System with Neural Vector Enhanced Numerical Solver
    2022/08/07 by Huang, Zhongzhan, Liang, Senwei, Zhang, Hong +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #and Science (cs.CE)
  27. Approximating Korobov Functions via Quantum Circuits
    2024/04/22 by Aftab, Junaid, Yang, Haizhao · 1 citation
    #FOS: Physical sciences #Quantum Physics (quant-ph)
  28. Finite Expression Method for Solving High-Dimensional Partial Differential Equations
    2022/06/21 by Liang, Senwei, Yang, Haizhao · 1 citation
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  29. Solving High-Dimensional Partial Integral Differential Equations: The Finite Expression Method
    2024/10/01 by Gareth Hardwick, Senwei Liang, Hardwick, Gareth +3 · 2 citations
    Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Numerical methods for differential equations
  30. Parsing the Language of Expression: Enhancing Symbolic Regression with Domain-Aware Symbolic Priors
    2025/03/12 by Huang, Sikai, Wen, Yixin Berry, Adusumilli, Tara +2 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Symbolic Computation (cs.SC)