Likelihood Estimation on MovieLens 10k (test)
-0.349Context LikelihoodNPwSA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NPwSARegularization=local representation2022.04 | -0.349 | -1.617 | |
| ANPWeight decay=0.0012022.04 | -0.891 | -1.865 | |
| ANPbaseline=true2022.04 | -1.456 | -2.042 | |
| ANP (dropout)Regularization=local representation, Dropout=true2022.04 | -1.742 | -2.434 | |
| NPAggregation=Bayesian2022.04 | -11.911 | -11.859 | |
| CNPAggregation=Bayesian2022.04 | -12.472 | -12.141 | |
| NPWeight decay=0.0012022.04 | -15.876 | -16.109 | |
| Bootstrapping ANPRegularization=local representation, Method=Bootstrapping2022.04 | -16.267 | -16.191 | |
| ANPImportance Weighted ELBO=s = 52022.04 | -17.205 | -16.427 | |
| CNPImportance Weighted ELBO=s = 52022.04 | -17.276 | -17.799 | |
| NPbaseline=true2022.04 | -23.096 | -22.135 | |
| CNPWeight decay=0.0012022.04 | -23.524 | -23.098 | |
| CNPbaseline=true2022.04 | -24.718 | -23.908 | |
| NPImportance Weighted ELBO=s = 52022.04 | -25.322 | -25.233 |