Sim2Real Regression on Predator-Prey Real
2.451Context LikelihoodBootstrapping ANP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Bootstrapping ANPRegularization=Bootstrapping2022.04 | 2.451 | -3.382 | |
| NPwSA (Ours)2022.04 | 2.429 | -1.766 | |
| ConvCNPFunctional representation=true2022.04 | 1.758 | -0.431 | |
| ConvNPFunctional representation=true2022.04 | 1.652 | -1.18 | |
| ANP (dropout)Regularization=Information dropout2022.04 | 1.068 | -6.215 | |
| ANPRegularization=Weight decay, lambda=0.0012022.04 | 0.212 | -2.807 | |
| ANP2022.04 | -1.756 | -3.742 | |
| ANPRegularization=Importance Weighted ELBO, s=52022.04 | -1.8 | -3.728 | |
| NPRegularization=Bayesian Aggregation2022.04 | -2.489 | -3.009 | |
| NPRegularization=Importance Weighted ELBO, s=52022.04 | -2.514 | -2.76 | |
| NP2022.04 | -2.526 | -2.816 | |
| NPRegularization=Weight decay, lambda=0.0012022.04 | -2.571 | -2.914 | |
| CNPRegularization=Importance Weighted ELBO, s=52022.04 | -2.596 | -3.038 | |
| CNP2022.04 | -2.645 | -3.12 | |
| CNPRegularization=Bayesian Aggregation2022.04 | -2.654 | -2.952 | |
| CNPRegularization=Weight decay, lambda=0.0012022.04 | -2.661 | -3.049 |