activity
20192026
most citedNonzero-sum stochastic games and mean-field games with impulse controls

11 citations · 25 across the 15 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

cs.LG2020★ 3 cited

SDE approximations of GANs training and its long-run behavior

Haoyang Cao, Xin Guo

This paper analyzes the training process of GANs via stochastic differential equations (SDEs). It first establishes SDE approximations for the training of GANs under stochastic gra…

cs.GT2020★ 6 cited

Connecting GANs, MFGs, and OT

Haoyang Cao, Xin Guo, Mathieu Laurière

Generative adversarial networks (GANs) have enjoyed tremendous success in image generation and processing, and have recently attracted growing interests in financial modelings. Thi…