PyTorch-BYOL icon indicating copy to clipboard operation
PyTorch-BYOL copied to clipboard

Representation Collapse

Open arjung128 opened this issue 4 years ago • 1 comments

First of all, thank you so much for making this work open source!

My question isn't directly related to your implementation but rather a question about the paper -- I didn't know where else to ask, and I figured you'd have a pretty good understanding of the paper. Having said that, feel free to mark it closed if you think it is inappropriate.

I recently read the paper and I don't understand why the network doesn't cheat by simply learning to output 0s, or in their own words, by learning "collapsed representations." Any ideas?

arjung128 avatar Jul 02 '20 09:07 arjung128

@arjung128 hi, this answer is late, but maybe you'll find this video useful. Hope it helps.

hafnerfe avatar Feb 02 '21 11:02 hafnerfe