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George Mason University
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Guiding UAV scouts with information gain predicted by a GNN slashes ground robot travel costs by up to 38% in partially known environments, blowing proximity-based scouting out of the water.
LLM web agents struggle more with perceptual grounding and low-level execution than high-level reasoning, challenging the assumption that better reasoning alone will solve web navigation.
