8 Appendix 8.1 Proof of proposition 1 L θ (A) = L

Figure 5: Each dataset is split into train, validation and test sets. A model is trained on the train set. The trained model generates new samples. The generated samples are then compared with the test set. Figure 5 illustrates the evaluation approach.