One controller. Two instruction modes. A single set of policy parameters. Accepted at IROS 2026 and shortlisted for the Mobile Manipulation Paper Award — validated on a real Unitree G1 humanoid. ULTRA (Unified Multimodal Control for Autonomous Humanoid Whole-Body

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