2 papers
cs.LG2026
One-Shot Price Forecasting with Covariate-Guided Experts under Privacy Constraints
Ren He, Yinliang Xu, Jinfeng Wang +2
Forecasting in power systems often involves multivariate time series with complex dependencies and strict privacy constraints across regions. Traditional forecasting methods requir…
cs.LG2024
DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training
Zhongkai Hao, Chang Su, Songming Liu +6
Pre-training has been investigated to improve the efficiency and performance of training neural operators in data-scarce settings. However, it is largely in its infancy due to the…