Shiming Fan

What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies

Multivariate time series forecasting is critical in many real-world systems, and thus modeling cross-channel dependencies is essential. Although existing methods improve overall accuracy by enhancing representations and cross-channel interactions, it remains challenging to reliably capture inter-var…