Continuous-time Online Learning via Mean-Field Neural Networks: Regret Analysis in Diffusion Environments
arXiv:2604.10958v1 Announce Type: new
Abstract: 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 updating its parameters in…