where δ > 0 is a hyperparameter specifying the tolerated proximity between latent codes and λ > 0 is a hyperparameter that governs the penalty for violating the proximity constraint. Our interest is in the diversified policy, which satisfies πη (z 1 , . . . , z k ) ∝ exp(-E(z 1 , . . . , z k )).