iTransformer
Discover how the iTransformer employs an Inverted Transformer design to improve multivariate time series forecasting without altering traditional modules. This method efficiently captures multivariate correlations by treating time series as variate tokens, resulting in superior predictive performance. Notable outcomes include enhanced accuracy on Alipay's platform and effective zero-shot forecasting capabilities. iTransformer exemplifies improved performance with its efficient attention mechanisms, suitable for various forecasting challenges. Researchers and practitioners can install and utilize iTransformer easily via pip to advance their forecasting techniques.