Continuous-time Online Learning via Mean-Field Neural Networks: Regret Analysis in Diffusion Environments

Erhan Bayraktar, Bingyan Han, Ziqing Zhang

We study continuous-time online learning where data are generated by a diffusion process with unknown coefficients. The learner employs a two-layer neural network, continuously upd…