Attention Residuals: Replacing Fixed Skip Connections with Learned Depth-Wise Attention
Building Attention Residuals from scratch — why standard residuals dilute information, how softmax attention over depth fixes it, the block variant that makes it practical, and the structured-matrix view that unifies everything — all derived step by step with a 4-layer running example