2 papers
stat.ML2026
Adaptive Bayesian Online Learning via Expert Aggregation
Jungbin Jun, Ilsang Ohn
Bayesian online learning promises uncertainty-aware prediction on data streams, but its performance hinges on inferential choices, including learning rates, prior distributions and…
stat.ML2026
Online conformal inference with retrospective adjustment for faster adaptation to distribution shift
Jungbin Jun, Ilsang Ohn
Conformal prediction has emerged as a powerful framework for constructing distribution-free prediction sets with guaranteed coverage assuming only the exchangeability assumption. H…