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Certified Robustness Verification on MNIST first 50 samples (test)
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16
Failing Samples
SHAP-guided single-neuron refinement
14.64
23.82
33
42.18
Jun 10, 2026
Failing Samples
Recovered Samples
Updated 1mo ago
Evaluation Results
Method
Method
Links
Failing Samples
Recovered Samples
SHAP-guided single-neuron refinement
Sequence length (m)=1,...
2026.06
16
14
SHAP-guided single-neuron refinement
Sequence length (m)=1,...
2026.06
27
23
SHAP-guided single-neuron refinement
Sequence length (m)=2,...
2026.06
34
23
SHAP-guided single-neuron refinement
Sequence length (m)=1,...
2026.06
40
22
SHAP-guided single-neuron refinement
Sequence length (m)=2,...
2026.06
43
32
SHAP-guided single-neuron refinement
Sequence length (m)=1,...
2026.06
44
11
SHAP-guided single-neuron refinement
Sequence length (m)=2,...
2026.06
49
38
SHAP-guided single-neuron refinement
Sequence length (m)=2,...
2026.06
50
19
SHAP-guided single-neuron refinement
Sequence length (m)=4,...
2026.06
50
24
SHAP-guided single-neuron refinement
Sequence length (m)=4,...
2026.06
50
23
SHAP-guided single-neuron refinement
Sequence length (m)=4,...
2026.06
50
24
SHAP-guided single-neuron refinement
Sequence length (m)=4,...
2026.06
50
18
SHAP-guided single-neuron refinement
Sequence length (m)=7,...
2026.06
50
11
SHAP-guided single-neuron refinement
Sequence length (m)=7,...
2026.06
50
15
SHAP-guided single-neuron refinement
Sequence length (m)=7,...
2026.06
50
8
SHAP-guided single-neuron refinement
Sequence length (m)=7,...
2026.06
50
8
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