Spherical Fixed-Point Reasoners: Adaptive Loop Halting on the Hypersphere.

arXiv:2610.25646v1 Announce Type: new Abstract: Looped (weight-tied) transformers enable adaptive computation by allocating more iterations to harder inputs. Fixed-Point Reasoners (FPRM) achieve this with a damped fixed-point solver, but operate in an unbounde