Robustness Verification on MNIST epsilon=0.3 (test)
98.8Clean AccuracyMTL-IBP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MTL-IBPepsilon=0.3, Source=De Palma et al. (2024b), Evaluation Procedure=Literature2026.06 | 98.8 | 93.62 | — | — | |
| SABRepsilon=0.3, Source=Müller et al. (2023), Evaluation Procedure=Ours2026.06 | 98.77 | 93.43 | — | — | |
| SABRepsilon=0.3, Source=Müller et al. (2023), Evaluation Procedure=Literature2026.06 | 98.75 | 92.98 | — | — | |
| SABRepsilon=0.3, Source=Mao et al. (2025), Evaluation Procedure=Ours2026.06 | 98.75 | 93.55 | — | — | |
| MTL-IBPepsilon=0.3, Source=Mao et al. (2025), Evaluation Procedure=Literature2026.06 | 98.74 | 93.9 | — | — | |
| MTL-IBPepsilon=0.3, Source=De Palma et al. (2024b), Evaluation Procedure=Ours2026.06 | 98.66 | 93.73 | — | — | |
| MTL-IBPepsilon=0.3, Source=Mao et al. (2025), Evaluation Procedure=Ours2026.06 | 98.66 | 93.73 | — | — | |
| SABRepsilon=0.3, Source=Mao et al. (2025), Evaluation Procedure=Literature2026.06 | 98.66 | 93.68 | — | — | |
| IBPepsilon=0.3, Source=Shi et al. (2021), Evaluation Procedure=Ours2026.06 | 98.55 | 93.89 | — | — | |
| IBPepsilon=0.3, Source=Mao et al. (2025), Evaluation Procedure=Literature2026.06 | 98.54 | 93.8 | — | — | |
| IBPepsilon=0.3, Source=Mao et al. (2025), Evaluation Procedure=Ours2026.06 | 98.52 | 94 | — | — | |
| CROWN-IBPepsilon=0.3, Source=Mao et al. (2025), Evaluation Procedure=Literature2026.06 | 98.48 | 93.9 | — | — | |
| CROWN-IBPepsilon=0.3, Source=Xu et al. (2021), Evaluation Procedure=Literature2026.06 | 98.18 | 92.98 | — | — | |
| CROWN-IBPepsilon=0.3, Source=Xu et al. (2021), Evaluation Procedure=Ours2026.06 | 97.98 | 93.22 | — | — | |
| CROWN-IBPepsilon=0.3, Source=Mao et al. (2025), Evaluation Procedure=Ours2026.06 | 97.94 | 93.25 | — | — | |
| IBPepsilon=0.3, Source=Shi et al. (2021), Evaluation Procedure=Literature2026.06 | 97.67 | 93.1 | — | — |