Reasoning on the Simplex: Geometric Fixed-Point Models.

arXiv:2609.33540v1 Announce Type: new Abstract: 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 space. We propose Geometric Fixed