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Image Modeling on CelebA K=256 (test)

164.65NLLOurs, (K-1) + 1 (π^q, N^q)
161.9532180.1566198.36216.5634Jun 30, 2026

Evaluation results

MethodLinks
Ours, (K-1) + 1 (π^q, N^q)K=2562026.06164.65
Ours, (K-1) + 1 (π^q, N^p)K=2562026.06164.82
Standard VAEK=2562026.06165.19
Ours, transport 2/3KK=2562026.06165.42
VampPrior VAEK=2562026.06166.22
Standard MoG VAEK=2562026.06167.96
Hierarchical VAEK=2562026.06170.79
GM-VAEK=2562026.06232.07