Wave Attention in Transformers: A Comprehensive Deep-Dive with Code Examples

Transformers have redefined modern deep learning by harnessing self-attention mechanisms to capture relationships across input sequences. However, the standard self-attention approach incurs a quadratic cost with respect to the sequence length, makin...