He-Yu Chai

TSCNet: A Trend-Seasonality Coupled Network for Efficient Multivariate Time Series Forecasting.

A forecasting framework that explicitly models the coupling between trend and seasonality, and a heteroscedastic Laplace loss function that combines uncertainty weighting with heteroscedastic modeling, reducing the impact of error accumulation over long prediction horizons and enhancing robustness to outliers and heavy...