Sim2Real Regression on Predator-Prey Simulation
271.1Context LikelihoodNPwSA (Ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NPwSA (Ours)2022.04 | 271.1 | 229.7 | |
| Bootstrapping ANPRegularization=Bootstrapping2022.04 | 253.7 | 216.6 | |
| ConvCNPFunctional representation=true2022.04 | 250.9 | 213.9 | |
| ConvNPFunctional representation=true2022.04 | 246.7 | 212.4 | |
| ANPRegularization=Weight decay, lambda=0.0012022.04 | 152 | 118 | |
| ANP (dropout)Regularization=Information dropout2022.04 | 149.2 | 113.4 | |
| ANP2022.04 | 121.1 | 96.1 | |
| ANPRegularization=Importance Weighted ELBO, s=52022.04 | 100.4 | 77.5 | |
| CNPRegularization=Bayesian Aggregation2022.04 | 55.1 | 42.9 | |
| CNPRegularization=Importance Weighted ELBO, s=52022.04 | 47.6 | 33.7 | |
| CNP2022.04 | 39.5 | 27.4 | |
| CNPRegularization=Weight decay, lambda=0.0012022.04 | 39.3 | 26.5 | |
| NPRegularization=Bayesian Aggregation2022.04 | 33.2 | 19.2 | |
| NPRegularization=Importance Weighted ELBO, s=52022.04 | 5.5 | -6.7 | |
| NPRegularization=Weight decay, lambda=0.0012022.04 | -6.9 | -18.5 | |
| NP2022.04 | -25.9 | -36.9 |