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Predicting future motion instead of reconstructing past trajectories allows a frozen humanoid controller to cut tracking error by 62% while unlocking zero-shot behavior composition via simple latent addition.
Complex manipulation capabilities can be achieved by dynamically composing simple behaviors, leading to unprecedented precision and adaptability in real-world tasks.