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Benchmarks
Unconditional Density Estimation on MNIST (test)
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-1,038.5
Avg Test Log Likelihood (nats)
MADE MoG
-1,394.492
-1,302.071
-1,209.65
-1,117.229
May 19, 2017
Avg Test Log Likelihood (nats)
Updated 4d ago
Evaluation Results
Method
Method
Links
Avg Test Log Likelihood (nats)
MADE MoG
Output distribution ty...
2017.05
-1,038.5
MAF MoG
Number of layers/block...
2017.05
-1,100.3
MAF
Number of layers/blocks=5
2017.05
-1,300.5
MAF
Number of layers/block...
2017.05
-1,313.1
Real NVP
Number of layers/blocks=5
2017.05
-1,323.2
Gaussian
2017.05
-1,366.9
Real NVP
Number of layers/block...
2017.05
-1,370.7
MADE
Output distribution ty...
2017.05
-1,380.8
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