Table 3.

Validation results of conditional generation p(x|Δge,η).

Model	NLL	MI(x,sy|Δge,η)	MI(x,s|Δge,η)	Internal Diversity	Validity
SAAE	0.55	—	0.11	0.85	0.64
Latent SAAE	0.55	—	0.00	0.85	0.62
CVAE	1.22	—	0.00	0.84	0.58
JMVAE	1.42	0.00	—	0.61	0.82
VIB	1.46	—	0.00	0.17	0.29
VCCA	1.36	0.00	—	0.53	0.71
BiAAE	0.77	0.32	—	0.85	0.76
UniAAE	0.53	0.00	—	0.85	0.61