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VLN agents can now "dream ahead" by learning action-conditioned visual dynamics in a latent space, leading to SOTA results and improved real-world navigation.
Forget verbose instructions: this new VLN paradigm uses floor plans to guide navigation with concise commands, boosting success rates by 60%.