Uncertainty estimation fails under distribution shifts. Why? Partly because in stats, even Bayesian stats, we treat x as given. But intuitively data makes different models plausible. For reliable uncertainty, we need to account for it explicitly. Come chat with me about it tomorrow at my poster
neurips.cc
NeurIPS Poster Quantifying Uncertainty in the Presence of Distribution ShiftsNeurIPS 2025