MNIST
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MNIST standard (test)
100Attack Accuracy
4
MNIST epsilon=0.3
91.2ILA
4
MNIST
73.23LISR
4
MNIST 2000
88.7Accuracy
4
MNIST (test)
98.21Accuracy
4
MNIST
0.219Error
4
MNIST non-i.i.d. partitioning, Erdős–Rényi graph 34 (test)
97.51Accuracy
4
MNIST non-i.i.d. partitioning Ring topology 34 (test)
97.82Accuracy
4
MNIST non-i.i.d. partitioning, Regular graph 34 (test)
97.19Accuracy
4
MNIST non-i.i.d. partitioning Complete graph 34 (test)
97.64Accuracy
4
MNIST (test)
99.42Accuracy
4
Split MNIST (val)
86Accuracy (Val)
4
MNIST 30% symmetric noise (test)
95.56Accuracy
4
MNIST
0.8ARI
4
MNIST
30Runtime
4
MNIST (test)
12ASR
4
MNIST64 large variance
0.306NP1
4
MNIST64 small circle radii variance
0.327NP1
4
MNIST64
0.219Running Time (s)
4
MNIST Unlearning normal samples (De)
17.7Accuracy
4
MNIST Unlearning normal samples (test)
93.01Accuracy
4
MNIST Unlearning backdoored samples (De)
5.05Accuracy (De)
4
MNIST Unlearning backdoored samples (test)
0.959Accuracy
4
MNIST (test)
100Accuracy
4
MNIST (test)
-191.98Log Likelihood (AIS)
4