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ResearchFormerly WizWand

Explanation Hardening Evaluation on CIFAR-100 (8% utility loss, ϵ=10, δ=10⁻⁵, test)

0.64MLS (TPR@0.1% FPR) Pre-HardeningOcclusion

Evaluation results

Method	Links
Occlusion2026.01		0.64	0.22	4.54
Occlusion2026.01		0.64	0.13	4.31
VarGrad2026.01		6.68	1.62	8.36
VarGrad2026.01		6.68	0.96	8.78
GradCAM2026.01		6.78	0.26	24.77
GradCAM2026.01		6.78	0.18	29
LIME2026.01		10.26	1.07	1.77
LIME2026.01		10.26	0.12	1.68
SmoothGrad2026.01		10.38	0.64	7.23
SmoothGrad2026.01		10.38	0.15	7.59
SHAP2026.01		11.8	0.06	4.79
SHAP2026.01		11.8	0.06	4.55
DeepLIFT2026.01		11.82	0	1.53
DeepLIFT2026.01		11.82	0.14	1.61
ProtoDash2026.01		14.9	0	0
ProtoDash2026.01		14.9	11.6	0
Integrated Gradients2026.01		16.42	4.02	0.0425
Integrated Gradients2026.01		16.42	0.68	24
GradCAM++2026.01		18	3.6	0.0016
GradCAM++2026.01		18	0.59	32
Saliency Map2026.01		18.84	0	98.7
Saliency Map2026.01		18.84	0.42	63
InputXGrad2026.01		24.68	0	64.07
InputXGrad2026.01		24.68	0.93	60.87
Anchors2026.01		43.32	20.02	3.355
Anchors2026.01		43.32	62.32	3.19
Guided BackProp2026.01		45.32	0.48	41.46
Guided BackProp2026.01		45.32	0.63	62
Deconvolution2026.01		48.48	0.83	66.71
Deconvolution2026.01		48.48	0.28	63.37