Benjamin J. Zhang

According to our database, Benjamin J. Zhang authored at least 11 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Particle exchange Monte Carlo methods for eigenfunction and related nonlinear problems.

Paul Dupuis, Benjamin J. Zhang

CoRR, May, 2025

Optimal Control for Transformer Architectures: Enhancing Generalization, Robustness and Efficiency.

Kelvin Kan, Xingjian Li, Benjamin J. Zhang, Tuhin Sahai, Stanley J. Osher, Markos A. Katsoulakis

CoRR, May, 2025

2024

Equivariant score-based generative models provably learn distributions with symmetries efficiently.

Ziyu Chen, Markos A. Katsoulakis, Benjamin J. Zhang

CoRR, 2024

Combining Wasserstein-1 and Wasserstein-2 proximals: robust manifold learning via well-posed generative flows.

Hyemin Gu, Markos A. Katsoulakis, Luc Rey-Bellet, Benjamin J. Zhang

CoRR, 2024

Nonlinear denoising score matching for enhanced learning of structured distributions.

Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet, Benjamin J. Zhang, Wei Zhu

CoRR, 2024

Wasserstein proximal operators describe score-based generative models and resolve memorization.

Benjamin J. Zhang, Siting Liu, Wuchen Li, Markos A. Katsoulakis, Stanley J. Osher

CoRR, 2024

Score-based generative models are provably robust: an uncertainty quantification perspective.

Nikiforos Mimikos-Stamatopoulos, Benjamin J. Zhang, Markos A. Katsoulakis

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

A mean-field games laboratory for generative modeling.

Benjamin J. Zhang, Markos A. Katsoulakis

CoRR, 2023

2022

Geometry-informed irreversible perturbations for accelerated convergence of Langevin dynamics.

Benjamin J. Zhang, Youssef M. Marzouk, Konstantinos Spiliopoulos

Stat. Comput., 2022

A Koopman framework for rare event simulation in stochastic differential equations.

Benjamin J. Zhang, Tuhin Sahai, Youssef M. Marzouk

J. Comput. Phys., 2022

2021

Computing eigenfunctions of the multidimensional Ornstein-Uhlenbeck operator.

Benjamin J. Zhang, Tuhin Sahai, Youssef M. Marzouk

CoRR, 2021