StressDream: Steering Video World Models for Robust Policy Evaluation and Improvement
STRESSDREAM is a method to improve video world models by steering their generation process during inference. It uses a dual objective optimization framework: one part guides the model toward specific, high-impact outcomes described by text, and another part ensures the generated videos remain statistically plausible. This allows for more robust policy evaluation than traditional sampling methods.