2 papers
cs.LG2025
Deep sub-ensembles meets quantile regression: uncertainty-aware imputation for time series
Ying Liu, Peng Cui, Wenbo Hu +1
Real-world time series data often exhibits substantial missing values, posing challenges for advanced analysis. A common approach to addressing this issue is imputation, where the…
cs.LG2025
Bridging the Gap Between Bayesian Deep Learning and Ensemble Weather Forecasts
Xinlei Xiong, Wenbo Hu, Shuxun Zhou +5
Weather forecasting is fundamentally challenged by the chaotic nature of the atmosphere, necessitating probabilistic approaches to quantify uncertainty. While traditional ensemble…