Image Classification on CIFAR-10 (test) (L1, L2, Linf Robustness)
90.18Clean AccuracyMuon
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MuonNorm=l2, Checkpoint=Last, Backbone=WRN-34-102026.05 | 90.18 | 26.44 | 68.56 | 26.59 | 21.53 | |
| MuonNorm=l2, Checkpoint=Best, Backbone=WRN-34-102026.05 | 89.97 | 26.85 | 68.16 | 25.96 | 21.63 | |
| MuonNorm=l1, Checkpoint=Last, Backbone=WRN-34-102026.05 | 87.83 | 19.6 | 63.03 | 58.15 | 19.6 | |
| SGDNorm=l2, Checkpoint=Last, Backbone=WRN-34-102026.05 | 87.51 | 21.49 | 62.31 | 24.65 | 18.18 | |
| AdamWNorm=l2, Checkpoint=Last, Backbone=WRN-34-102026.05 | 86.17 | 21.65 | 61.15 | 19.38 | 15.75 | |
| MuonNorm=l_inf, Checkpoint=Last, Backbone=WRN-34-102026.05 | 85.96 | 43.81 | 54.05 | 4.34 | 4.34 | |
| MuonNorm=l1 + l_inf, Checkpoint=Last, Backbone=WRN-34-102026.05 | 85.21 | 38.14 | 65.13 | 46.58 | 37.09 | |
| SGDNorm=l1, Checkpoint=Last, Backbone=WRN-34-102026.05 | 83.9 | 16.8 | 58.03 | 51.04 | 16.8 | |
| MuonNorm=l_inf, Checkpoint=Best, Backbone=WRN-34-102026.05 | 83.16 | 46.71 | 58.11 | 4.88 | 4.88 | |
| SGDNorm=l_inf, Checkpoint=Last, Backbone=WRN-34-102026.05 | 82.5 | 37.23 | 53.21 | 5.69 | 5.69 | |
| SGDNorm=l1 + l_inf, Checkpoint=Last, Backbone=WRN-34-102026.05 | 81.52 | 32.03 | 61.43 | 43.71 | 31.36 | |
| SGDNorm=l_inf, Checkpoint=Best, Backbone=WRN-34-102026.05 | 80.02 | 44.11 | 57.73 | 7.95 | 7.95 | |
| AdamWNorm=l1 + l_inf, Checkpoint=Last, Backbone=WRN-34-102026.05 | 78.9 | 35.72 | 61.48 | 46.57 | 34.99 | |
| MuonNorm=l1, Checkpoint=Best, Backbone=WRN-34-102026.05 | 78.81 | 24.89 | 58.87 | 53.56 | 24.89 | |
| SGDNorm=l1 + l_inf, Checkpoint=Best, Backbone=WRN-34-102026.05 | 78.19 | 38.18 | 63.29 | 50.51 | 37.74 | |
| SGDNorm=l2, Checkpoint=Best, Backbone=WRN-34-102026.05 | 76.59 | 22.72 | 54.04 | 23.72 | 18.87 | |
| AdamWNorm=l1, Checkpoint=Last, Backbone=WRN-34-102026.05 | 75.77 | 20.91 | 55.29 | 49.41 | 20.91 | |
| AdamWNorm=l1 + l_inf, Checkpoint=Best, Backbone=WRN-34-102026.05 | 75.43 | 37.8 | 60.42 | 47.49 | 37.15 | |
| AdamWNorm=l2, Checkpoint=Best, Backbone=WRN-34-102026.05 | 73.4 | 24.07 | 51.93 | 24.18 | 19.9 | |
| MuonNorm=l1 + l_inf, Checkpoint=Best, Backbone=WRN-34-102026.05 | 73.27 | 38.87 | 58.44 | 45.73 | 37.89 | |
| AdamWNorm=l_inf, Checkpoint=Last, Backbone=WRN-34-102026.05 | 72.39 | 41.38 | 48.25 | 3.18 | 3.18 | |
| AdamWNorm=l_inf, Checkpoint=Best, Backbone=WRN-34-102026.05 | 69.92 | 42.47 | 49.69 | 4.41 | 4.41 | |
| AdamWNorm=l1, Checkpoint=Best, Backbone=WRN-34-102026.05 | 65.26 | 23.49 | 50.97 | 46.03 | 23.49 | |
| SGDNorm=l1, Checkpoint=Best, Backbone=WRN-34-102026.05 | 47.59 | 19.39 | 36.99 | 33.27 | 19.39 |