Imseong Park

NoDE: noise-decorrelation embedding for robust long-term multivariate time series forecasting

In long-term multivariate time–series forecasting, longer input windows are often assumed to help. However, on some standard benchmarks we observe that, for certain model–dataset combinations, performance becomes non-monotonic and unstable as the look-back length grows. Taking a data-mining perspective, we first charac...