pith. sign in

For the concept projectionπΘrand, we scale the bottleneck dimensionK of the weight matrixΘrand ∈R K×d to align with the number of concepts present in the trained PCBMs

with concept projections trained on the CUB [70], CIFAR-10 [33], Elements [48] datasets, compares them with PCBMs utilizing a semantically meaningless concept projectionπΘra · arXiv 0000.5563

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it
read on arXiv browse 1 citing papers

fields

cs.CV 1

years

2026 1

verdicts

UNVERDICTED 1

clear filters

representative citing papers

On the Faithfulness of Post-Hoc Concept Bottleneck Models

cs.CV · 2026-06-29 · unverdicted · novelty 5.0

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.

citing papers explorer

Showing 1 of 1 citing paper after filters.

  • On the Faithfulness of Post-Hoc Concept Bottleneck Models cs.CV · 2026-06-29 · unverdicted · none · ref 80

    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.