E-TCAV shows that penultimate-layer proxies yield TCAV scores agreeing with earlier layers while delivering linear speedups in computation.
The ham10000 dataset, a large col- lection of multi-source dermatoscopic images of common pigmented skin lesions.Scientific Data, 5:180161
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E-TCAV: Formalizing Penultimate Proxies for Efficient Concept Based Interpretability
E-TCAV shows that penultimate-layer proxies yield TCAV scores agreeing with earlier layers while delivering linear speedups in computation.