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Robustness Certification on MNIST (test)
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86.55
Generalization Bound
Partition-based (S4)
-1.6004
21.2848
44.17
67.0552
Feb 26, 2026
Generalization Bound
Verified Robust Accuracy (VRA)
Updated 17d ago
Evaluation Results
Method
Method
Links
Generalization Bound
Verified Robust Accuracy (VRA)
Partition-based (S4)
Bound (Theorem)=S4, Ap...
2026.02
86.55
-
Best Coreset (S9)
Bound (Theorem)=S9, Ap...
2026.02
21.5
-
PAC-Bayes (S15)
Bound (Theorem)=S15, A...
2026.02
4.83
-
Pick-To-Learn (S10)
Bound (Theorem)=S10, A...
2026.02
3.9
-
Model compression (S11)
Bound (Theorem)=S11, A...
2026.02
3.45
-
Norm-based (S5)
Bound (Theorem)=S5, Ap...
2026.02
3.14
-
Random Coreset (S8)
Bound (Theorem)=S8, Ap...
2026.02
1.79
-
Real (Ours)
Arithmetic Assumption=...
2026.03
-
95.4
FP (Ours)
Arithmetic Assumption=...
2026.03
-
95.27
ERAN
Abstract Domain=DeepPo...
2026.03
-
99
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