Wenyao Hu

MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss

Despite the flourishing in time series (TS) forecasting backbones, the training mostly relies on regression losses like Mean Square Error (MSE). However, MSE assumes a one-mode Gaussian distribution, which struggles to capture complex patterns, especially for real-world scenarios where multiple dive…