On Incorporating Inductive Biases into VAEs

Ning Miao, Emile Mathieu, Siddharth N, Yee Whye Teh, Tom Rainforth

Abstract: We explain why directly changing the prior can be a surprisingly ineffective mechanism for incorporating inductive biases into variational auto-encoders (VAEs), and introduce a simple and effective...