arxivstat.MLcs.LG2026-07-22
Adaptive Bayesian Online Learning via Expert Aggregation
Bayesian online learning promises uncertainty-aware prediction on data streams, but its performance hinges on inferential choices, including learning rates, prior distributions and variational families, which are usually fixed before seeing the stream. We address this by treating…