Bayesian online learning in the one-pass regime: Frequentist validity and uncertainty quantification

Jeyong Lee, Junhyeok Choi, Dongguen Kim +1

Bayesian online learning provides a coherent framework for sequential inference. However, its theoretical understanding remains limited, particularly in the one-pass setting. Exist…