14 citations · 26 across the 16 of their papers we have counts for
Showing 2016Show all
2 papers · 1 filter
cs.LG2016
Optimal Binary Autoencoding with Pairwise Correlations
Akshay Balsubramani
We formulate learning of a binary autoencoder as a biconvex optimization problem which learns from the pairwise correlations between encoded and decoded bits. Among all possible al…
cs.LG2016
Muffled Semi-Supervised Learning
Akshay Balsubramani, Yoav Freund
We explore a novel approach to semi-supervised learning. This approach is contrary to the common approach in that the unlabeled examples serve to "muffle," rather than enhance, the…