60 citations · 138 across the 21 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.IT2022
A Linearly Convergent Douglas-Rachford Splitting Solver for Markovian Information-Theoretic Optimization Problems
Teng-Hui Huang, Aly El Gamal, Hesham El Gamal
In this work, we propose solving the Information bottleneck (IB) and Privacy Funnel (PF) problems with Douglas-Rachford Splitting methods (DRS). We study a general Markovian inform…
cs.IT2022
On the Multi-View Information Bottleneck Representation
Teng-Hui Huang, Aly El Gamal, Hesham El Gamal
In this work, we generalize the information bottleneck (IB) approach to the multi-view learning context. The exponentially growing complexity of the optimal representation motivate…