Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning

Benhao Huang, Zhengyang Geng, Zico Kolter

Scaling test-time compute by iteratively updating a latent state has emerged as a powerful paradigm for reasoning. Yet the internal mechanisms that enable these iterative models to…