Explanation Hardening Evaluation on CIFAR-10 10% utility loss, ϵ = 8, δ = 10⁻⁵ (test) benchmark leaderboard · SOTA2 Research

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

45.44MLS (Pre-Hardening, TPR@0.1% FPR)Anchors

Evaluation Results

Method	Links
Anchors2026.01		45.44	14.16	75.02
Anchors2026.01		45.44	41.79	71.27
Deconvolution2026.01		16.08	0.18	30.93
Deconvolution2026.01		16.08	0.52	29.38
ProtoDash2026.01		14.9	0	54.78
ProtoDash2026.01		14.9	13.84	52.04
Guided BackProp2026.01		10.94	1.34	42.61
Guided BackProp2026.01		10.94	0.8	35
SmoothGrad2026.01		10.38	0.84	22.44
SmoothGrad2026.01		10.38	0.19	21.32
LIME2026.01		10.26	0.12	3.72
LIME2026.01		10.26	0	3.53
VarGrad2026.01		6.78	0.27	6.76
VarGrad2026.01		6.78	0.14	6.42
GradCAM++2026.01		6.7	1.44	0.0733
GradCAM++2026.01		6.7	0.8	86
Saliency Map2026.01		5.24	0.06	51.06
Saliency Map2026.01		5.24	0.32	48
SHAP2026.01		5.04	0	0.97
SHAP2026.01		5.04	0	0.92
Integrated Gradients2026.01		4.88	0.34	0.35
Integrated Gradients2026.01		4.88	0.7	10
InputXGrad2026.01		2.4	0.18	29.79
InputXGrad2026.01		2.4	0.8	28.3
Occlusion2026.01		1.1	0.14	2.22
Occlusion2026.01		1.1	0.06	2.33
DeepLIFT2026.01		1	0	0.07
DeepLIFT2026.01		1	0.06	0.08
GradCAM2026.01		0.95	0	7.86
GradCAM2026.01		0.95	0.3	23