Abstract: Highlights•To control the latent space, knowledge of relative distances can be integrated using a distance matrix.•The KiAE method can capture desired properties even on a small dataset (<<math><mo is="true"><</mo></math>200 samples).•The knowledge matrix is not required to be full on the dataset using meta-regression.
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