WAVE: Weighted Autoregressive Varying Gate for Time Series Forecasting

Demonstrates that properly tokenized autoregressive decoder‑only Transformers are strong TSF baselines and that introducing AR and MA components through WAVE yields consistent accuracy gains across efficient attentions.