no code implementations • 12 May 2022 • Nathan Michlo, Devon Jarvis, Richard Klein, Steven James
In this work, we investigate the properties of data that cause popular representation learning approaches to fail.
1 code implementation • 27 Feb 2022 • Nathan Michlo, Richard Klein, Steven James
Our findings demonstrate the subjective nature of disentanglement and the importance of considering the interaction between the ground-truth factors, data and notably, the reconstruction loss, which is under-recognised in the literature.