Emergence of Frontier Superposition: Möbius attractor and Cascade Supervision

Hongyu Gu, Jingwen Fu

Superposition allows Transformers to reason in depth, carrying an entire reasoning frontier in parallel through a bounded-depth forward pass instead of unrolling serial chain-of-th…