3 papers
cs.LG2022
Meta-learning with GANs for anomaly detection, with deployment in high-speed rail inspection system
Haoyang Cao, Xin Guo, Guan Wang
Anomaly detection has been an active research area with a wide range of potential applications. Key challenges for anomaly detection in the AI era with big data include lack of pri…
q-fin.MF2021
Generative Adversarial Network: Some Analytical Perspectives
Haoyang Cao, Xin Guo
Ever since its debut, generative adversarial networks (GANs) have attracted tremendous amount of attention. Over the past years, different variations of GANs models have been devel…
math.OC2019
Nonzero-sum stochastic games and mean-field games with impulse controls
Matteo Basei, Haoyang Cao, Xin Guo
We consider a general class of nonzero-sum -player stochastic games with impulse controls, where players control the underlying dynamics with discrete interventions. We adopt a…