Samy Wu Fung

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 28

Top Topics

Unsupervised Learning

Structured Representations

Top Venues

SIAM J. Sci. Comput.

IEEE Trans. Control. Syst. Technol.

Publications

Michael Igorevich Ivanitskiy, Alex F. Spies, Tilman Räuker, Guillaume Corlouer, Chris Mathwin, Lucia Quirke, Can Rager, Rusheb Shah, Dan Valentine, Cecilia G. Diniz Behn, Katsumi Inoue, Samy Wu Fung
Structured World Representations in Maze-Solving Transformers. CoRR (2023)
Michael I. Ivanitskiy, Alex F. Spies, Tilman Räuker, Guillaume Corlouer, Chris Mathwin, Lucia Quirke, Can Rager, Rusheb Shah, Dan Valentine, Cecilia G. Diniz Behn, Katsumi Inoue, Samy Wu Fung
Linearly Structured World Representations in Maze-Solving Transformers. UniReps (2023)
Derek Onken, Levon Nurbekyan, Xingjian Li, Samy Wu Fung, Stanley J. Osher, Lars Ruthotto
A Neural Network Approach for High-Dimensional Optimal Control Applied to Multiagent Path Finding. IEEE Trans. Control. Syst. Technol. 31 (1) (2023)
Michael Igorevich Ivanitskiy, Rusheb Shah, Alex F. Spies, Tilman Räuker, Dan Valentine, Can Rager, Lucia Quirke, Chris Mathwin, Guillaume Corlouer, Cecilia G. Diniz Behn, Samy Wu Fung
A Configurable Library for Generating and Manipulating Maze Datasets. CoRR (2023)
Daniel McKenzie, Samy Wu Fung, Howard Heaton
Faster Predict-and-Optimize with Three-Operator Splitting. CoRR (2023)
Sudhanshu Agrawal, Wonjun Lee, Samy Wu Fung, Levon Nurbekyan
Random Features for High-Dimensional Nonlocal Mean-Field Games. CoRR (2022)
Alexander Vidal, Samy Wu Fung, Luis Tenorio, Stanley J. Osher, Levon Nurbekyan
Taming Hyperparameter Tuning in Continuous Normalizing Flows Using the JKO Scheme. CoRR (2022)
Howard Heaton, Samy Wu Fung, Alex Tong Lin, Stanley J. Osher, Wotao Yin
Wasserstein-Based Projections with Applications to Inverse Problems. SIAM J. Math. Data Sci. 4 (2) (2022)
Yat Tin Chow, Samy Wu Fung, Siting Liu, Levon Nurbekyan, Stanley J. Osher
A numerical algorithm for inverse problem from partial boundary measurement arising from mean field game problem. CoRR (2022)
Sudhanshu Agrawal, Wonjun Lee, Samy Wu Fung, Levon Nurbekyan
Random features for high-dimensional nonlocal mean-field games. J. Comput. Phys. 459 (2022)
Samy Wu Fung, Howard Heaton, Qiuwei Li, Daniel McKenzie, Stanley J. Osher, Wotao Yin
JFB: Jacobian-Free Backpropagation for Implicit Networks. AAAI (2022)
Howard Heaton, Samy Wu Fung
Explainable AI via Learning to Optimize. CoRR (2022)
Kelvin K. Kan, Samy Wu Fung, Lars Ruthotto
PNKH-B: A Projected Newton-Krylov Method for Large-Scale Bound-Constrained Optimization. SIAM J. Sci. Comput. 43 (5) (2021)
Samy Wu Fung, Howard Heaton, Qiuwei Li, Daniel McKenzie, Stanley J. Osher, Wotao Yin
Fixed Point Networks: Implicit Depth Models with Jacobian-Free Backprop. CoRR (2021)
Jianping Ye, Caleb Wan, Samy Wu Fung
Adaptive Uncertainty-Weighted ADMM for Distributed Optimization. CoRR (2021)
Derek Onken, Samy Wu Fung, Xingjian Li, Lars Ruthotto
OT-Flow: Fast and Accurate Continuous Normalizing Flows via Optimal Transport. AAAI (2021)
Howard Heaton, Samy Wu Fung, Aviv Gibali, Wotao Yin
Feasibility-based Fixed Point Networks. CoRR (2021)
Derek Onken, Levon Nurbekyan, Xingjian Li, Samy Wu Fung, Stanley J. Osher, Lars Ruthotto
A Neural Network Approach Applied to Multi-Agent Optimal Control. ECC (2021)
Howard Heaton, Daniel McKenzie, Qiuwei Li, Samy Wu Fung, Stanley J. Osher, Wotao Yin
Learn to Predict Equilibria via Fixed Point Networks. CoRR (2021)
Howard Heaton, Samy Wu Fung, Alex Tong Lin, Stanley J. Osher, Wotao Yin
Projecting to Manifolds via Unsupervised Learning. CoRR (2020)
Derek Onken, Samy Wu Fung, Xingjian Li, Lars Ruthotto
OT-Flow: Fast and Accurate Continuous Normalizing Flows via Optimal Transport. CoRR (2020)
Alex Tong Lin, Samy Wu Fung, Wuchen Li, Levon Nurbekyan, Stanley J. Osher
APAC-Net: Alternating the Population and Agent Control via Two Neural Networks to Solve High-Dimensional Stochastic Mean Field Games. CoRR (2020)
Samy Wu Fung, Zichao Wendy Di
Multigrid Optimization for Large-Scale Ptychographic Phase Retrieval. SIAM J. Imaging Sci. 13 (1) (2020)
Kelvin K. Kan, Samy Wu Fung, Lars Ruthotto
PNKH-B: A Projected Newton-Krylov Method for Large-Scale Bound-Constrained Optimization. CoRR (2020)
Samy Wu Fung, Lars Ruthotto
A multiscale method for model order reduction in PDE parameter estimation. J. Comput. Appl. Math. 350 (2019)
Lars Ruthotto, Stanley J. Osher, Wuchen Li, Levon Nurbekyan, Samy Wu Fung
A Machine Learning Framework for Solving High-Dimensional Mean Field Game and Mean Field Control Problems. CoRR (2019)
Samy Wu Fung, Lars Ruthotto
An Uncertainty-Weighted Asynchronous ADMM Method for Parallel PDE Parameter Estimation. SIAM J. Sci. Comput. 41 (5) (2019)
Samy Wu Fung, Sanna Tyrväinen, Lars Ruthotto, Eldad Haber
Large-Scale Classification using Multinomial Regression and ADMM. CoRR (2019)