In CEM, a World Model Is Also a Proposal Mechanism
The work introduces a 'crossed design' audit to separate how a world model generates candidate pools from how a scorer ranks them in CEM planning. By using a one-update splice intervention, the study tests if an elite decision can change the final selected sequence cost after further iterations. Findings show that scorer variation dominates on certain models and that this specific intervention can lower the final cost.