MNIST
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MNIST-MIPL r=2 (test)
58.76Error Reduction
6
MNIST-MIPL r=1 (test)
58.32Error Reduction
6
MNIST (full)
0.255Accuracy
6
MNIST digit 9
99.32Accuracy
6
MNIST digit 3
99.9Classification Accuracy
6
MNIST digit 0
99.8Accuracy
6
RMNIST (Rotated MNIST)
30.61PSNR
6
MNIST (val)
0.006L1 Loss
6
MNIST (In-Dist) vs FarOOD (test)
99.99AUROC
6
MNIST (In-Dist) vs NearOOD (test)
98.45AUROC
6
MNIST
99.9FGSM Acc
6
MNIST
0.17Time (s)
6
MNIST (D_t)
96.85Accuracy
6
MNIST Du split (unlearn)
97.43Accuracy
6
MNIST Dr (retain)
97.19Accuracy
6
MNIST dynamic (test)
80.51NLL
6
MNIST Static (test)
80.01NLL
6
MNIST 1
9.22AUPRC
6
Rotated MNIST SO(2) discretized (test)
90KNN Accuracy
6
Mnist
0.012MSE
6
MNIST Even/Odd LeCun 1998 (test)
99.96Accuracy
6
MNIST (test)
4.26MAE
6
MNIST (train)
1.63MAE
6
MNIST 28x28x1 (train)
4.6Model Size Overhead (MB)
6
MNIST
674Total Regret
6