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Auditing Where Concept Bottleneck Accuracy Comes From on CUB

Saralajew, Sascha et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionmachine-learning
Concept Bottleneck Models (CBMs) promise predictions that humans can inspect and correct through concepts such as "curved beak". Yet on CUB-200-2011, their standard benchmark, progress is measured like that of ordinary classifiers: by task and concept accuracy. Neither reveals whether the label is p
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