Generative Modeling on MNIST Binary (test)
79.2NLL (nats)Diagonal BiLSTM
Evaluation results
| Method | Links | |
|---|---|---|
| Diagonal BiLSTMNumber of layers=7, Hidden units (h)=162016.01 | 79.2 | |
| Row LSTM2016.01 | 80.54 | |
| Diagonal BiLSTMNumber of layers=1, Hidden units (h)=322016.01 | 80.75 | |
| PixelCNN2016.01 | 81.3 | |
| DARNNumber of hidden layers (hl)=12016.01 | 84.13 | |
| DBNNumber of hidden layers (hl)=22016.01 | 84.55 | |
| DBMNumber of hidden layers (hl)=22016.01 | 84.62 | |
| EoNADE-5Number of hidden layers (hl)=2, Orderings=1282016.01 | 84.68 | |
| EoNADENumber of hidden layers (hl)=2, Orderings=1282016.01 | 85.1 | |
| DLGMLeapfrog steps=82016.01 | 85.51 | |
| DLGM2016.01 | 86.6 | |
| MADENumber of hidden layers (hl)=2, Number of masks=322016.01 | 86.64 | |
| NADE2016.01 | 88.33 |