Uncertainty & Selective Classification on CIFAR-100 1.0 (test)
26.49Clean AURCAT-AWP
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AT-AWPAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.07 | 26.49 | 17.66 | 78.29 | 43.99 | 28.99 | 94.08 | 32.86 | 21.26 | 78.31 | 35.24 | 23.33 | 86.18 | |
| AT-AWPAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.07 | 25.81 | 17.04 | 76.6 | 45.31 | 29.58 | 93.36 | 32.94 | 21.07 | 77.25 | 35.56 | 23.31 | 84.98 | |
| TRADESAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’192026.07 | 25.04 | 16.03 | 73.27 | 47.84 | 30.62 | 93.27 | 31.91 | 19.94 | 73.31 | 36.44 | 23.33 | 83.27 | |
| AT-AWPAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.07 | 24.99 | 16.78 | 78.97 | 43.84 | 29.04 | 94.81 | 33.27 | 21.55 | 79.01 | 34.42 | 22.91 | 86.89 | |
| TRADES-AWPAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.07 | 24.48 | 15.45 | 71.47 | 46.76 | 29.77 | 91.76 | 31.79 | 19.61 | 72 | 35.62 | 22.61 | 81.61 | |
| TRADESAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’192026.07 | 23.85 | 15.45 | 74.82 | 45.6 | 29.56 | 93.86 | 32.31 | 20.38 | 75.7 | 34.72 | 22.51 | 84.34 | |
| ATAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’182026.07 | 22.9 | 15.77 | 80.05 | 44.22 | 29.57 | 96.86 | 29.17 | 19.42 | 79.87 | 33.56 | 22.67 | 88.45 | |
| TRADESAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’192026.07 | 22.85 | 14.96 | 75.8 | 45.65 | 29.78 | 94.7 | 31.43 | 20.03 | 76.41 | 34.25 | 22.37 | 85.25 | |
| TRADES-AWPAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.07 | 22.47 | 14.15 | 71.62 | 47.27 | 30.03 | 92.05 | 29.71 | 18.36 | 73.13 | 34.87 | 22.09 | 81.84 | |
| TRADESAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’192026.07 | 22.34 | 14.37 | 73.27 | 47.14 | 30.29 | 93.46 | 29.16 | 18.39 | 74.28 | 34.74 | 22.33 | 83.37 | |
| TRADES-AWPAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.07 | 22.32 | 14.62 | 75.69 | 43.3 | 28.39 | 93.93 | 30.6 | 19.51 | 76.34 | 32.81 | 21.5 | 84.81 | |
| TRADES-AWPAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.07 | 22.27 | 14.41 | 74.99 | 44.62 | 29.01 | 93.76 | 31.24 | 19.72 | 75.64 | 33.44 | 21.71 | 84.37 | |
| ATAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’182026.07 | 22.05 | 15.28 | 80.83 | 43.9 | 29.41 | 96.82 | 30.4 | 20.19 | 80.67 | 32.98 | 22.35 | 88.82 | |
| IKL-ATAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’242026.07 | 21.25 | 14.04 | 75.5 | 42.69 | 28.18 | 94.41 | 28.38 | 18.19 | 75.13 | 31.97 | 21.11 | 84.96 | |
| AT-AWPAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’202026.07 | 20.87 | 14.42 | 80.5 | 41.11 | 27.81 | 96.1 | 29.08 | 19.28 | 80.34 | 30.99 | 21.12 | 88.3 | |
| IKL-ATAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’242026.07 | 20.79 | 13.82 | 76.8 | 42.29 | 28.05 | 94.92 | 29.34 | 18.92 | 77.05 | 31.54 | 20.93 | 85.86 | |
| ATAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’182026.07 | 19.71 | 13.93 | 81.58 | 43.14 | 29.16 | 97.62 | 27.77 | 18.78 | 81.55 | 31.43 | 21.54 | 89.6 | |
| IKL-ATAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’242026.07 | 19.42 | 13.12 | 78.17 | 40.64 | 27.34 | 95.75 | 27.48 | 17.98 | 78.13 | 30.03 | 20.23 | 86.96 | |
| IKL-ATAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=NeurIPS’242026.07 | 18.6 | 12.59 | 77.31 | 41.71 | 27.98 | 96.09 | 25.52 | 16.77 | 77.66 | 30.15 | 20.29 | 86.7 | |
| EV-ATAugmentation=AugMix, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=-2026.07 | 18.17 | 12.38 | 78.56 | 40.74 | 27.51 | 96.51 | 24.12 | 16.01 | 78.56 | 29.46 | 19.94 | 87.53 | |
| ATAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=ICML’182026.07 | 17.82 | 12.63 | 80.31 | 43.05 | 29.08 | 97.25 | 25.17 | 17.1 | 80.59 | 30.43 | 20.86 | 88.78 | |
| EV-ATAugmentation=Cutout, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=-2026.07 | 17.48 | 12 | 79.69 | 40.05 | 27.21 | 96.82 | 25.41 | 16.94 | 80.11 | 28.77 | 19.61 | 88.26 | |
| EV-ATAugmentation=AutoAug, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=-2026.07 | 16.62 | 11.36 | 78.61 | 41.31 | 27.93 | 97.12 | 22.96 | 15.3 | 78.99 | 28.97 | 19.65 | 87.86 | |
| EV-ATAugmentation=Basic, Backbone=PreActResNet18, Threat Model=ℓ∞, Venue=-2026.07 | 16.23 | 11.41 | 81.16 | 39.27 | 27 | 97.75 | 23.79 | 16.18 | 81.51 | 27.75 | 19.21 | 89.46 |