Contact-Rich Humanoid Policies Trained Entirely Inside a World Model

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Coupled Local and Global World Models uses a large-scale world model for high-fidelity rollouts and a lightweight latent surrogate for gradients, training contact-rich G1 humanoid policies entirely inside a learned pixel-space model before zero-shot hardware deployment.