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Image Generation on MNIST digit 1

0.18NVAE
-0.00720.04140.090.1386Mar 6, 2026

Evaluation results

MethodLinks
VAElatent=8, K=100, d=784, beta=20002026.030.180.408-0.32
Stochastic attentionK=100, d=784, beta=20002026.030.1530.591-0.303
MALAK=100, d=784, beta=2000, MALA acceptance rate=99.2%2026.030.1510.586-0.305
GMM-PCAr=50, C=10, K=100, d=784, beta=20002026.030.130.401-0.366
Random convex combinationK=100, d=784, beta=20002026.030.0970.007-0.398
Gaussian perturbationK=100, d=784, beta=20002026.030.0040.422-0.496
Bootstrap (replay)K=100, d=784, beta=20002026.0300.416-0.5