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Fung, Samy Wu

  1. JFB: Jacobian-Free Backpropagation for Implicit Networks
    2021/03/23 by Samy Wu Fung, Howard Heaton, Fung, Samy Wu +9 · 11 citations
    Engineering · Physics and Astronomy · #Dam Engineering and Safety #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks
  2. Multigrid Optimization for Large-Scale Ptychographic Phase Retrieval
    2018/10/12 by Samy Wu Fung, Zichao Wendy Di, Fung, Samy Wu +1 · 3 citations
    Medicine · Physics and Astronomy · #Advanced X-ray Imaging Techniques #Colorectal Cancer Surgical Treatments #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #X-ray Spectroscopy and Fluorescence Analysis
  3. Feasibility-based Fixed Point Networks
    2021/04/29 by Heaton, Howard, Fung, Samy Wu, Gibali, Aviv +1 · 3 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. A Configurable Library for Generating and Manipulating Maze Datasets
    2023/09/19 by Michael Ivanitskiy, Ivanitskiy, Michael Igorevich, Rusheb Shah +19 · 3 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Data Visualization and Analytics #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Software Engineering (cs.SE)
  5. Differentiating Through Integer Linear Programs with Quadratic Regularization and Davis-Yin Splitting
    2023/01/31 by Daniel McKenzie, Samy Wu Fung, McKenzie, Daniel +3 · 3 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Optimization and Packing Problems #Vehicle Routing Optimization Methods
  6. Global Solutions to Nonconvex Problems by Evolution of Hamilton-Jacobi PDEs
    2022/02/22 by Howard Heaton, Samy Wu Fung, Heaton, Howard +3 · 2 citations
    Mathematics · Computer Science · #Mathematical Biology Tumor Growth #Advanced Optimization Algorithms Research #Optimization and Variational Analysis
  7. A numerical algorithm for inverse problem from partial boundary measurement arising from mean field game problem
    2022/04/11 by Chow, Yat Tin, Fung, Samy Wu, Liu, Siting +2 · 2 citations
    #35Q89 49N80 35R30 49N45 65M32 #FOS: Mathematics #Numerical Analysis (math.NA)
  8. An Uncertainty-Weighted Asynchronous ADMM Method for Parallel PDE Parameter Estimation
    2018/06/01 by Fung, Samy Wu, Ruthotto, Lars · 1 citation
    #FOS: Mathematics #Numerical Analysis (math.NA)
  9. Taming Hyperparameter Tuning in Continuous Normalizing Flows Using the JKO Scheme
    2022/11/30 by Alexander Vidal, Samy Wu Fung, Vidal, Alexander +7 · 2 citations
    Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Optimization and Control (math.OC)
  10. Kernel Expansions for High-Dimensional Mean-Field Control with Non-local Interactions
    2024/05/17 by Alexander Vidal, Samy Wu Fung, Vidal, Alexander +7 · 2 citations
    Engineering · Mathematics · Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #FOS: Mathematics #Gas Dynamics and Kinetic Theory #Optimization and Control (math.OC) #Stability and Controllability of Differential Equations
  11. Explainable AI via Learning to Optimize
    2022/04/29 by Heaton, Howard, Fung, Samy Wu · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
  12. Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method
    2024/06/04 by Ryan J. Tibshirani, Samy Wu Fung, Tibshirani, Ryan J. +5 · 2 citations
    Physics and Astronomy · Computer Science · #Electromagnetic Scattering and Analysis #Advanced Mathematical Modeling in Engineering #Scientific Research and Discoveries
  13. Structured World Representations in Maze-Solving Transformers
    2023/12/05 by Ivanitskiy, Michael Igorevich, Spies, Alex F., Räuker, Tilman +9 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. Mean-Field Control Barrier Functions: A Framework for Real-Time Swarm Control
    2024/09/27 by Samy Wu Fung, Levon Nurbekyan, Fung, Samy Wu +1 · 1 citation
    Decision Sciences · Engineering · #Simulation Techniques and Applications #Advanced Control Systems Optimization #Real-time simulation and control systems
  15. On Logical Extrapolation for Mazes with Recurrent and Implicit Networks
    2024/10/03 by Knutson, Brandon, Rabeendran, Amandin Chyba, Ivanitskiy, Michael +4 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  16. Recent Advances in Numerical Solutions for Hamilton-Jacobi PDEs
    2025/02/28 by Meng, Tingwei, Liu, Siting, Fung, Samy Wu +1 · 2 citations
    #FOS: Mathematics #Numerical Analysis (math.NA)
  17. A Generalization Bound for a Family of Implicit Networks
    2024/10/09 by Samy Wu Fung, Benjamin Berkels, Fung, Samy Wu +1 · 1 citation
    Computer Science · Mathematics · #68T07 68T07 68T07 68T07 68T07 68T07 #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks Stability and Synchronization #Neural Networks and Applications