AutoCRAT: Within-trajectory Joint Control of Stochasticity and Compute for LLM Reasoning
This work instantiates AutoCRAT, a decoder-side controller for frozen backbones that operates over a discrete action space and updates control decisions only at semantic boundaries, improving stability while remaining responsive to the evolving reasoning process.