Recently, there has been a surge of Transformer-based solutions for the long-term time series forecasting (LTSF) task. Despite growing performance over past few years, we question validity this line research in work. Specifically, Transformers is arguably most successful solution to extract semantic correlations among elements long sequence. However, modeling, are temporal relations an ordered ...