Generative Modeling on Fashion MNIST (train)
-230.77Log Likelihood (100 samples)CARMS-I
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CARMS-INetwork Architecture=Nonlinear, Categories=102021.10 | -230.77 | — | — | |
| CARMS-GNetwork Architecture=Nonlinear, Categories=102021.10 | -231.16 | — | — | |
| LOORFNetwork Architecture=Nonlinear, Categories=102021.10 | -231.35 | — | — | |
| CARMS-GNetwork Architecture=Nonlinear, Categories=52021.10 | -231.67 | — | — | |
| CARMS-INetwork Architecture=Nonlinear, Categories=52021.10 | -231.72 | — | — | |
| UNORDNetwork Architecture=Nonlinear, Categories=102021.10 | -231.74 | — | — | |
| LOORFNetwork Architecture=Nonlinear, Categories=52021.10 | -232.01 | — | — | |
| UNORDNetwork Architecture=Nonlinear, Categories=52021.10 | -232.19 | — | — | |
| CARMS-INetwork Architecture=Nonlinear, Categories=32021.10 | -233.13 | — | — | |
| CARMS-GNetwork Architecture=Nonlinear, Categories=32021.10 | -233.2 | — | — | |
| UNORDNetwork Architecture=Nonlinear, Categories=32021.10 | -233.34 | — | — | |
| LOORFNetwork Architecture=Nonlinear, Categories=32021.10 | -233.75 | — | — | |
| ARSMNetwork Architecture=Nonlinear, Categories=102021.10 | -235.88 | — | — | |
| ARSMNetwork Architecture=Nonlinear, Categories=52021.10 | -237.29 | — | — | |
| ARSMNetwork Architecture=Nonlinear, Categories=32021.10 | -237.93 | — | — | |
| CARMS-INetwork Architecture=Linear, Categories=102021.10 | -240.44 | — | — | |
| CARMS-GNetwork Architecture=Linear, Categories=102021.10 | -240.52 | — | — | |
| LOORFNetwork Architecture=Linear, Categories=102021.10 | -240.91 | — | — | |
| UNORDNetwork Architecture=Linear, Categories=102021.10 | -241.08 | — | — | |
| CARMS-GNetwork Architecture=Linear, Categories=52021.10 | -241.9 | — | — | |
| CARMS-INetwork Architecture=Linear, Categories=52021.10 | -242.06 | — | — | |
| LOORFNetwork Architecture=Linear, Categories=52021.10 | -242.17 | — | — | |
| UNORDNetwork Architecture=Linear, Categories=52021.10 | -242.43 | — | — | |
| ARSMNetwork Architecture=Linear, Categories=102021.10 | -243.29 | — | — | |
| ARSMNetwork Architecture=Linear, Categories=52021.10 | -244.63 | — | — | |
| CARMS-INetwork Architecture=Linear, Categories=32021.10 | -245.44 | — | — | |
| CARMS-GNetwork Architecture=Linear, Categories=32021.10 | -245.69 | — | — | |
| LOORFNetwork Architecture=Linear, Categories=32021.10 | -245.8 | — | — | |
| UNORDNetwork Architecture=Linear, Categories=32021.10 | -245.9 | — | — | |
| ARSMNetwork Architecture=Linear, Categories=32021.10 | -247.51 | — | — | |
| ARMSK=3, Architecture=2x200 VAE2023.04 | — | 237.05 | — | |
| beta-VAEdim(z)=2, Obj.=L_beta, gamma or beta=5.02026.03 | — | — | 1,135.83 | |
| beta-VAEdim(z)=2, Obj.=L_beta, gamma or beta=10^12026.03 | — | — | 1,120.62 | |
| beta-VAEdim(z)=2, Obj.=L_beta, gamma or beta=10^22026.03 | — | — | 937.29 | |
| beta-VAEdim(z)=2, Obj.=L_beta, gamma or beta=10^32026.03 | — | — | 754.34 | |
| beta-VAEdim(z)=2, Obj.=L_beta, gamma or beta=10^52026.03 | — | — | 15,946.58 | |
| DisARMK=2, Architecture=2x200 VAE2023.04 | — | 237.68 | — | |
| Double CVK=3, Architecture=2x200 VAE2023.04 | — | 237.4 | — | |
| Double CVK=2, Architecture=2x200 VAE2023.04 | — | 237.55 | — | |
| L_gammadim(z)=2, Obj.=L_gamma, gamma or beta=1.02026.03 | — | — | 1,152.3 | |
| L_gammadim(z)=2, Obj.=L_gamma, gamma or beta=10^-12026.03 | — | — | 1,180.08 | |
| L_gammadim(z)=2, Obj.=L_gamma, gamma or beta=10^-32026.03 | — | — | 1,179.68 | |
| L_gammadim(z)=2, Obj.=L_gamma, gamma or beta=10^-52026.03 | — | — | 1,183.97 | |
| L_gammadim(z)=4, Obj.=L_gamma, gamma or beta=1.02026.03 | — | — | 1,220.04 | |
| L_gammadim(z)=4, Obj.=L_gamma, gamma or beta=10^-32026.03 | — | — | 1,231.16 | |
| L_gammadim(z)=4, Obj.=L_gamma, gamma or beta=10^-52026.03 | — | — | 1,231.02 | |
| ReinMaxK=3, Architecture=2x200 VAE2023.04 | — | 234.53 | — | |
| ReinMaxK=2, Architecture=2x200 VAE2023.04 | — | 234.89 | — | |
| RELAXK=3, Architecture=2x200 VAE2023.04 | — | 237.74 | — | |
| RODEOK=3, Architecture=2x200 VAE2023.04 | — | 236.88 | — | |
| RODEOK=2, Architecture=2x200 VAE2023.04 | — | 237.44 | — |