interpretabilityfactneutralWeight-tied looped transformers learn algorithms according to a 'budget law' where free training installs a linear computation frontier with speed v ~ n_train/T_trainMachine Learning (Statistics)28 Jul 2026http://arxiv.org/abs/2607.20594v1