Jiacai Zhang

Robust Inter-Series Dependency Modeling for Time Series Forecasting via Information-Theoretic Alignment

While iTransformer pioneered general inter-variate dependency (IVD) modeling in Transformers for multivariate time series forecasting (MTSF), subsequent research on such universal paradigms has been surprisingly scarce. Through comprehensive analysis, we identify a critical structural inconsistency …