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The Decision Value of Perception Compute

Cong, Hoang Pham et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionmachine-learning
Adaptive perception spends extra computation on inputs where perception is expected to improve. When perception feeds a downstream decision system, a better perception output need not produce a better decision. We define the decision value of perception compute as the change in downstream loss from
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