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Embodied navigation agents, already struggling, fall apart when faced with the kinds of messy, real-world sensor and instruction corruptions that NavTrust now exposes.
Forget auxiliary losses and fixed expert capacity: Expert Threshold routing dynamically allocates computation in MoEs and balances expert load, all while boosting data efficiency by 1.6x.