LM-X: Explainable Vision--Language--Action Modeling via Progress, Event, and Uncertainty Prediction
LM-X is introduced, which organizes prediction across task, event, and motor scales without claiming anatomical correspondence and shows that explicit multi-timescale predictive state can strengthen control while exposing interpretable internal estimates.
Jin Lou, Zhi Jing, A. Chen et al.
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