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Misunderstandings in dialogue arise not from a lack of information but from the critical importance of perspective in grounding references.
Explicitly incorporating multimodal belief representations into planning leads to significantly more robust navigation in uncertain environments.
A small fraction of sharp dimensions governs the generalization of PEFT methods, and optimizing these can lead to substantial performance gains.
GUI-AC transforms how GUI agents learn by stabilizing their performance amidst the chaos of non-stationary environments.