Isla Price

Uncertainty-Budgeted Rollout Allocation for Self-Improving Reasoning Models

The pursuit of artificial general intelligence has increasingly focused on enhancing the reasoning capabilities of large language models through self-improvement mechanisms. Central to these mechanisms is the generation of rollouts, which are simulated reasoning paths that allow models to explore multiple solution traj...