New information-theoretic metrics (RMIG, JEMMIG, WSEPIN) rank disentanglement models consistently, but they are sensitive to quantization choices and high latent dimensionality.
https://en.wikipedia.org/wiki/Error\_function, May 2019
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Theory and Evaluation Metrics for Learning Disentangled Representations
New information-theoretic metrics (RMIG, JEMMIG, WSEPIN) rank disentanglement models consistently, but they are sensitive to quantization choices and high latent dimensionality.