DeepLoop Scales Transformer Depth via Looped Parameters

DeepLoop uses looped Transformers to increase unrolled depth by reusing a compact stack of physical blocks for multiple rounds. This method formalizes a tied-depth effect using a visit-alignment coefficient to manage residual-scaling challenges.