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World models can now self-improve by identifying their own prediction errors, thanks to a clever decomposition of action-conditioned prediction into easier-to-verify components.
Forget scaling data – scaling the *number of tasks* unlocks surprisingly sample-efficient humanoid control via multi-task model-based RL.
