Differences

This shows you the differences between two versions of the page.

Link to this comparison view

Both sides previous revision Previous revision
Next revision
Previous revision
mutual_information [2018/05/21 12:58]
admin
mutual_information [2018/10/02 10:19] (current)
admin
Line 378: Line 378:
  
 Two approaches are demonstrated - tracking relative change in mutual information and, additionally tracking its value relative to a reference measure. Two approaches are demonstrated - tracking relative change in mutual information and, additionally tracking its value relative to a reference measure.
 +
 +https://​arxiv.org/​abs/​1808.06670v1 Learning deep representations by mutual information estimation and maximization
 +
 +Our method, which we call Deep INFOMAX (DIM), can be used to learn representations with desired characteristics and which empirically outperform a number of popular unsupervised learning methods on classification tasks. DIM opens new avenues for unsupervised learn-ing of representations and is an important step towards flexible formulations of representation learning objectives catered towards specific end-goals.
 +
 +https://​xbpeng.github.io/​projects/​VDB/​index.html Variational Discriminator Bottleneck: Improving Imitation Learning, Inverse RL, and GANs by Constraining Information Flow