A Testable Certificate for Constant Collapse in Teacher-Guided VAEs

Zegu Zhang, Jianhua Peng, Jian Zhang

Posterior collapse in variational autoencoders is often diagnosed by its symptoms: a small KL term, a strong decoder, or weak use of the latent code. These signals are useful, but…