PRformer: Pyramidal recurrent transformer for multivariate time series forecasting

An innovative approach that combines Pyramid RNN embeddings for univariate time series with the Transformer's capability to model multivariate dependencies is introduced, demonstrating state-of-the-art performance on various real-world datasets.