Density Estimation on MINIBOONE d=43; N=36,488 (test)
50.37Avg Test Log-LikelihoodVP-Normal
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VP-Normalepochs=53.6 ± 14.2, time (min)=0.5 ± 0.12026.06 | 50.37 | 57 | |
| OT-Normalepochs=82.2 ± 12.0, time (min)=1.1 ± 0.22026.06 | 48.4 | 62.4 | |
| OT-MPPCAepochs=21.0 ± 7.2, time (min)=0.4 ± 0.12026.06 | 31.42 | 43.5 | |
| VP-MPPCAepochs=24.4 ± 7.1, time (min)=0.3 ± 0.12026.06 | 30.97 | 43.1 | |
| Roundtrip2024.10 | 18.63 | — | |
| nMDMA2024.10 | 18.6 | — | |
| AdaCat2024.10 | 14.14 | — | |
| CPF2024.10 | 10.58 | — | |
| JKO-iFlow# Param=112K, L (number of layers)=4, Training #Batches=2.72K, Training Batch size=20002022.12 | 10.55 | — | |
| OT-Flow# Param=78K, Training #Batches=7K, Training Batch size=20002022.12 | 10.55 | — | |
| JKO-iFlow2024.10 | 10.55 | — | |
| OT-Flow2024.10 | 10.55 | — | |
| ScoreSDE2024.10 | 10.45 | — | |
| FFJORD# Param=821K, L (number of layers)=1, Training Batch size=10002022.12 | 10.43 | — | |
| FFJORD2024.10 | 10.43 | — | |
| InterFlow2024.10 | 10.42 | — | |
| LFM2024.10 | 10.11 | — | |
| BNAF2024.10 | 8.95 | — | |
| TANModel architecture=4xSRNN + Re & RAM2018.01 | -11.01 | — | |
| MAF MOGNumber of transformations=52018.01 | -11.68 | — | |
| MAFNumber of transformations=52018.01 | -11.75 | — | |
| MAFNumber of transformations=102018.01 | -12.24 | — | |
| MADE MOG2018.01 | -12.27 | — | |
| Real NVPNumber of transformations=52018.01 | -13.55 | — | |
| Real NVPNumber of transformations=102018.01 | -13.84 | — | |
| MADE2018.01 | -15.59 | — |