We term the new LVM objective as iVAE MI : Training scheme Note that the aggregated posterior q φ (z) is also a sample-based distribution.
similarly, we evaluate (12) through its dual form: iVAE MI in (12) can be written as: where the auxiliary network ν ψ (z) is parameterized as a neural network.