Post-hoc CBMs produce unfaithful concept projections due to covariate shifts and systematic label noise; new metrics are introduced to measure faithfulness separately from accuracy.
arXiv preprint arXiv:2504.10833 (2025) 4
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On the Faithfulness of Post-Hoc Concept Bottleneck Models
Post-hoc CBMs produce unfaithful concept projections due to covariate shifts and systematic label noise; new metrics are introduced to measure faithfulness separately from accuracy.