Reasoning on the Simplex: Geometric Fixed-Point Models

Talgat Daulbaev, Ilya Glazkov, Maxim Rakhuba +1

Looped reasoners spend test-time compute by iterating a weight-tied map, but a small residual does not mean the state is a fixed point when that map lives in unconstrained latent s…