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Transforming VLN-CE into a hierarchical framework allows agents to navigate unseen environments more efficiently, achieving state-of-the-art results.
EventVLA's foresight-driven memory mechanism boosts long-horizon task success rates by 40% by dynamically capturing critical visual events before they vanish.
