Quantitative comparison on MNIST (digit 1)
0N MetricBootstrap (replay)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Bootstrap (replay)K=100, d=784, beta=20002026.03 | 0 | 0.416 | 0.5 | |
| Gaussian perturbationK=100, d=784, beta=20002026.03 | 0.004 | 0.422 | 0.496 | |
| Random convex combinationK=100, d=784, beta=20002026.03 | 0.097 | 0.007 | 0.398 | |
| GMM-PCAr=50, C=10, K=100, d=784, beta=20002026.03 | 0.13 | 0.401 | 0.366 | |
| MALAacceptance rate=99.2%, K=100, d=784, beta=20002026.03 | 0.151 | 0.586 | 0.305 | |
| Stochastic attentionK=100, d=784, beta=20002026.03 | 0.153 | 0.591 | 0.303 | |
| VAElatent_dim=8, K=100, d=784, beta=20002026.03 | 0.18 | 0.408 | 0.32 |