Learning to Ponder: Adaptive Reasoning in Latent Space

Yixin He, Lumingyuan Tang

Test-time compute has emerged as a key paradigm for enhancing LLM reasoning, yet prevailing approaches like Best-of-N and majority voting apply uniform depth across inputs, wasting…