How to Loop Your Transformer: Loop Scaling, Specialization, and Parallel Inference.

arXiv:2610.40325v1 Announce Type: cross Abstract: Looping in transformer models reuses weights by repeatedly applying the same transformer, or parts of it, making the model deeper without increasing its parameter count. Whether looping is useful depends on whi