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The University of Hong Kong
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Counterfactual outcomes reveal that existing embodied agents miss 20% of potential success by not exploring alternative skill branches.
Spatial attention in VLMs is nearly irrelevant to accuracy, with self-consistency emerging as the true indicator of reliability.
