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 PNAS, 2019 | 212 | 2019 |
Interacting Langevin Diffusions: Gradient Structure And Ensemble Kalman Sampler A Garbuno-Inigo, F Hoffmann, W Li, AM Stuart SIAM journal on applied dynamical system, 2019 | 206 | 2019 |
A parallel method for earth mover’s distance W Li, EK Ryu, S Osher, W Yin, W Gangbo Journal of Scientific Computing 75 (1), 182-197, 2018 | 105* | 2018 |
APAC-Net: Alternating the population and agent control via two neural networks to solve high-dimensional stochastic mean field games AT Lin, SW Fung, W Li, L Nurbekyan, SJ Osher PNAS, 2021 | 99* | 2021 |
Controlling Propagation of epidemics via mean-field control W Lee, S Liu, H Tembine, W Li, S Osher SIAM Journal on Applied Mathematics, 2020 | 83* | 2020 |
Natural gradient via optimal transport W Li, G Montufar Information Geometry, 2018, 2018 | 78 | 2018 |
Transport information geometry: Riemannian calculus on probability simplex W Li Information Geometry, 2021 | 77* | 2021 |
Solving large-scale optimization problems with a convergence rate independent of grid size M Jacobs, F Léger, W Li, S Osher SIAM Journal on Numerical Analysis 57 (3), 1100-1123, 2019 | 66 | 2019 |
Unnormalized Optimal Transport W Gangbo, W Li, S Osher, M Puthawala Journal of Computational Physics, 2019 | 65 | 2019 |
Entropy dissipation of Fokker-Planck equations on graphs SN Chow, W Li, H Zhou Discrete & Continuous Dynamical Systems - series A, 2018 | 55 | 2018 |
Computations of optimal transport distance with Fisher information regularization W Li, P Yin, S Osher Journal of Scientific Computing 75, 1581-1595, 2018 | 45 | 2018 |
Computational methods for first-order nonlocal mean field games with applications S Liu, M Jacobs, W Li, L Nurbekyan, SJ Osher SIAM Journal on Numerical Analysis 59 (5), 2639-2668, 2021 | 44* | 2021 |
Accelerated information gradient flow Y Wang, W Li Journal of Scientific Computing, 2019 | 44 | 2019 |
Wasserstein proximal of GANs AT Lin, W Li, S Osher, G Montúfar Geometric science of information, 2021, 2021 | 43 | 2021 |
A discrete Schrödinger equation via optimal transport on graphs SN Chow, W Li, H Zhou Journal of Functional Analysis 276 (8), 2440-2469, 2019 | 43 | 2019 |
Wasserstein of Wasserstein loss for learning generative models Y Dukler, W Li, A Tong Lin, G Montúfar ICML, Long beach, 2019 | 43 | 2019 |
Optimal transport natural gradient for statistical manifolds with continuous sample space Y Chen, W Li Information Geometry, 2020 | 42* | 2020 |
Multilevel optimal transport: A fast approximation of Wasserstein-1 distances J Liu, W Yin, W Li, YT Chow SIAM journal on Scientific computing, 2018 | 38 | 2018 |
Fisher information regularization schemes for Wasserstein gradient flows W Li, J Lu, L Wang Journal of Computational Physics, 2019 | 37 | 2019 |
Vector and matrix optimal mass transport: theory, algorithm, and applications EK Ryu, Y Chen, W Li, S Osher SIAM Journal on Scientific Computing 40 (5), A3675-A3698, 2018 | 37 | 2018 |