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Samy Wu Fung
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A Machine Learning Framework for Solving High-Dimensional Mean Field Game and Mean Field Control Problems
L Ruthotto, S Osher, W Li, L Nurbekyan, SW Fung
Proceedings of the National Academy of Sciences 117 (17), 2019-22204, 2020
2122020
OT-Flow: Fast and Accurate Continuous Normalizing Flows via Optimal Transport
D Onken, SW Fung, X Li, L Ruthotto
Proceedings of the AAAI Conference on Artificial Intelligence 35 (10), 9223-9232, 2021
1332021
JFB: Jacobian-Free Backpropagation for Implicit Networks
SW Fung, H Heaton, Q Li, D McKenzie, S Osher, W Yin
Proceedings of the AAAI Conference on Artificial Intelligence 36, 2022
107*2022
Alternating the population and control neural networks to solve high-dimensional stochastic mean-field games
AT Lin, SW Fung, W Li, L Nurbekyan, SJ Osher
Proceedings of the National Academy of Sciences 118 (31), e2024713118, 2021
99*2021
A neural network approach for high-dimensional optimal control applied to multiagent path finding
D Onken, L Nurbekyan, X Li, SW Fung, S Osher, L Ruthotto
IEEE Transactions on Control Systems Technology 31 (1), 235-251, 2022
482022
A neural network approach applied to multi-agent optimal control
D Onken, L Nurbekyan, X Li, SW Fung, S Osher, L Ruthotto
2021 European Control Conference (ECC), 1036-1041, 2021
312021
Feasibility-based fixed point networks
H Heaton, S Wu Fung, A Gibali, W Yin
Fixed Point Theory and Algorithms for Sciences and Engineering 2021, 1-19, 2021
302021
A numerical algorithm for inverse problem from partial boundary measurement arising from mean field game problem
YT Chow, SW Fung, S Liu, L Nurbekyan, S Osher
Inverse Problems 39 (1), 014001, 2022
242022
Operator Splitting for Learning to Predict Equilibria in Convex Games
D McKenzie, H Heaton, Q Li, SW Fung, S Osher, W Yin
arXiv preprint arXiv:2106.00906, 2021
24*2021
Wasserstein-Based Projections with Applications to Inverse Problems
H Heaton, SW Fung, AT Lin, S Osher, W Yin
SIAM Journal on Mathematics of Data Science 4 (2), 581-603, 2022
23*2022
Multigrid Optimization for Large-Scale Ptychographic Phase Retrieval
SW Fung, Z Di
SIAM Journal on Imaging Sciences 13 (1), 214–233, 2020
172020
A Multiscale Method for Model Order Reduction in PDE Parameter Estimation
SW Fung, L Ruthotto
Journal of Computational and Applied Mathematics 350, 19-34, 2019
162019
An Uncertainty-Weighted Asynchronous ADMM Method for Parallel PDE Parameter Estimation
SW Fung, L Ruthotto
SIAM Journal on Scientific Computing 41 (5), S129-S148, 2019
152019
ADMM-Softmax: An ADMM Approach for Multinomial Logistic Regression
SW Fung, S Tyrvšinen, L Ruthotto, E Haber
Electronic Transactions on Numerical Analysis 52, 214-229, 2019
142019
PNKH-B: A Projected Newton--Krylov Method for Large-Scale Bound-Constrained Optimization
K Kan, SW Fung, L Ruthotto
SIAM Journal on Scientific Computing 43 (5), S704-S726, 2021
122021
A Hamilton–Jacobi-based proximal operator
S Osher, H Heaton, S Wu Fung
Proceedings of the National Academy of Sciences 120 (14), e2220469120, 2023
92023
Random features for high-dimensional nonlocal mean-field games
S Agrawal, W Lee, SW Fung, L Nurbekyan
Journal of Computational Physics 459, 111136, 2022
92022
Explainable AI via learning to optimize
H Heaton, SW Fung
Scientific Reports 13 (1), 10103, 2023
72023
Global solutions to nonconvex problems by evolution of hamilton-jacobi pdes
H Heaton, S Wu Fung, S Osher
Communications on Applied Mathematics and Computation, 1-21, 2023
72023
Taming hyperparameter tuning in continuous normalizing flows using the JKO scheme
A Vidal, S Wu Fung, L Tenorio, S Osher, L Nurbekyan
Scientific Reports 13 (1), 4501, 2023
72023
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