52 citations · 93 across the 12 of their papers we have counts for
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cs.CV2022★ 1 cited
On the robustness of self-supervised representations for multi-view object classification
David Torpey, Richard Klein
It is known that representations from self-supervised pre-training can perform on par, and often better, on various downstream tasks than representations from fully-supervised pre-…
cs.LG2022★ 1 cited
Overlooked Implications of the Reconstruction Loss for VAE Disentanglement
Nathan Michlo, Richard Klein, Steven James
Learning disentangled representations with variational autoencoders (VAEs) is often attributed to the regularisation component of the loss. In this work, we highlight the interacti…