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By "dreaming ahead" with learned latent visual dynamics, LatentPilot achieves state-of-the-art vision-and-language navigation, demonstrating the power of future-aware reasoning without needing future observations at test time.
Forget verbose instructions: this new VLN paradigm uses floor plans to guide navigation with concise commands, boosting success rates by 60%.
