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EvolveNav achieves a 10.1% boost in success rates for zero-shot navigation by enabling agents to learn and adapt in real-time from their experiences.
Streaming 3D reconstruction over thousands of frames is now possible with constant memory and linear time, thanks to a novel attention mechanism that learns to propagate geometric evidence across multiple timescales.