Density Estimation on MSWeb Twenty Datasets (test)
-9.9Log-LikelihoodHyperSPN
Evaluation results
| Method | Links | |
|---|---|---|
| HyperSPNOptimizer=Adam, Regularization Strategy=HyperSPN, Architecture=SPN, # Params=1481152021.12 | -9.9 | |
| RAT-SPNOptimizer=sEM†, Architecture=RAT-SPN2021.12 | -10.12 | |
| SPN + Weight DecayOptimizer=Adam, Regularization Strategy=Weight Decay, Architecture=SPN, # Params=7350502021.12 | -10.14 | |
| EiNETsOptimizer=Adam*, Architecture=EiNETs2021.12 | -10.26 | |
| RAT-SPNOptimizer=sEM†, Architecture=RAT-SPN2021.12 | -157.53 | |
| HyperSPNOptimizer=Adam, Regularization Strategy=HyperSPN, Architecture=SPN, # Params=4206152021.12 | -157.69 | |
| SPN + Weight DecayOptimizer=Adam, Regularization Strategy=Weight Decay, Architecture=SPN, # Params=20975502021.12 | -159.68 | |
| EiNETsOptimizer=Adam*, Architecture=EiNETs2021.12 | -160.51 |