4 citations · 8 across the 2 of their papers we have counts for
4 papers
Market-based Short-Term Allocations in Small Cell Wireless Networks
Sayandev Mukherjee, Bernardo A. Huberman
Mobile users (or UEs, to use 3GPP terminology) served by small cells in dense urban settings may abruptly experience a significant deterioration in their channel to their serving b…
General Information Bottleneck Objectives and their Applications to Machine Learning
Sayandev Mukherjee
We view the Information Bottleneck Principle (IBP: Tishby et al., 1999; Schwartz-Ziv and Tishby, 2017) and Predictive Information Bottleneck Principle (PIBP: Still et al., 2007; Al…
Machine Learning using the Variational Predictive Information Bottleneck with a Validation Set
Sayandev Mukherjee
Zellner (1988) modeled statistical inference in terms of information processing and postulated the Information Conservation Principle (ICP) between the input and output of the info…
PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning
Mehdi Jafarnia-Jahromi, Tasmin Chowdhury, Hsin-Tai Wu +1
Deep neural networks have demonstrated cutting edge performance on various tasks including classification. However, it is well known that adversarially designed imperceptible pertu…