Hasaan Ahmad

World Models Need Not Be Right to Rank Policies Right: Relative Bounds and Audit Limits

Selecting a reinforcement-learning (RL) policy usually requires additional environment interaction, while learned world models offer cheap but potentially biased evaluations. This raises two distinct questions: can shared model errors preserve pairwise rankings despite poor absolute values, and do they make a small num...