Density Estimation on HEPMASS d=21; N=525,123 (test)
27.95Avg Test Log-LikelihoodVP-Normal
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VP-Normalepochs=40.8 ± 5.7, time (min)=1.8 ± 0.22026.06 | 27.95 | — | — | 61.2 | |
| OT-Normalepochs=52.6 ± 6.2, time (min)=9.1 ± 1.02026.06 | 27.91 | — | — | 63.2 | |
| VP-MPPCAepochs=34.6 ± 5.9, time (min)=1.7 ± 0.32026.06 | 27 | — | — | 50 | |
| OT-MPPCAepochs=48.6 ± 7.2, time (min)=8.5 ± 1.22026.06 | 26.93 | — | — | 52.5 | |
| TANModel architecture=5x L+ReLU+SRNN+Re & RAM2018.01 | -13.78 | — | — | — | |
| MADE MOG2018.01 | -15.15 | — | — | — | |
| MAF MOGNumber of transformations=52018.01 | -17.39 | — | — | — | |
| MAFNumber of transformations=52018.01 | -17.7 | — | — | — | |
| MAFNumber of transformations=102018.01 | -17.73 | — | — | — | |
| Real NVPNumber of transformations=102018.01 | -18.71 | — | — | — | |
| Real NVPNumber of transformations=52018.01 | -19.62 | — | — | — | |
| MADE2018.01 | -20.98 | — | — | — | |
| Flow (RealNVP)Fit (s)=3.312026.04 | — | 0.008 | — | — | |
| Gaussian copulaFit (s)=0.042026.04 | — | 0 | — | — | |
| pyvine-paramFit (s)=290.102026.04 | — | 0 | 0.009 | — | |
| pyvine-TLLFit (s)=51.722026.04 | — | 0 | 0.009 | — | |
| VDCFit (s)=4.922026.04 | — | 0.014 | 0.077 | — |