Density Estimation on Dynamic MNIST (test)
22.84NLLByPE-ConvHVAE
Evaluation Results
| Method | Links | |
|---|---|---|
| ByPE-ConvHVAEArchitecture=CNN with two stochastic layers, IWAE samples=5000, Pseudocoreset size=5002021.07 | 22.84 | |
| ConvHVAEArchitecture=CNN with two stochastic layers, Prior=Exemplar prior, IWAE samples=5000, Exemplar size=5002021.07 | 22.92 | |
| ConvHVAEArchitecture=CNN with two stochastic layers, Prior=VampPrior, IWAE samples=5000, Pseudo-inputs size=5002021.07 | 22.94 | |
| ConvHVAEArchitecture=CNN with two stochastic layers, Prior=Gaussian, IWAE samples=50002021.07 | 23.16 | |
| ByPE-HVAEArchitecture=MLP with two stochastic layers, IWAE samples=5000, Pseudocoreset size=5002021.07 | 23.48 | |
| HVAEArchitecture=MLP with two stochastic layers, Prior=VampPrior, IWAE samples=5000, Pseudo-inputs size=5002021.07 | 23.54 | |
| HVAEArchitecture=MLP with two stochastic layers, Prior=Exemplar prior, IWAE samples=5000, Exemplar size=5002021.07 | 23.58 | |
| ByPE-VAEArchitecture=MLP with two hidden layers, IWAE samples=5000, Pseudocoreset size=5002021.07 | 23.61 | |
| VAEArchitecture=MLP with two hidden layers, Prior=VampPrior, IWAE samples=5000, Pseudo-inputs size=5002021.07 | 23.65 | |
| HVAEArchitecture=MLP with two stochastic layers, Prior=Gaussian, IWAE samples=50002021.07 | 23.82 | |
| VAEArchitecture=MLP with two hidden layers, Prior=Exemplar prior, IWAE samples=5000, Exemplar size=5002021.07 | 23.83 | |
| VAEArchitecture=MLP with two hidden layers, Prior=Gaussian, IWAE samples=50002021.07 | 24.41 |