Multi-Stream Attention Residuals

Multi-Stream Attention Residuals extends Attention Residuals to multi-head depth attention, delivering performance gains with minimal additional overhead. The method uses multi-scale causal convolutions for stream diversity and lightweight adaptive mixing to generate single-stream layer inputs without persistent multi-stream storage.