84 citations · 234 across the 23 of their papers we have counts for
4 papers · 1 filter
LEARN Codes: Inventing Low-latency Codes via Recurrent Neural Networks
Yihan Jiang, Hyeji Kim, Himanshu Asnani +3
Designing channel codes under low-latency constraints is one of the most demanding requirements in 5G standards. However, a sharp characterization of the performance of traditional…
Estimators for Multivariate Information Measures in General Probability Spaces
Arman Rahimzamani, Himanshu Asnani, Pramod Viswanath +1
Information theoretic quantities play an important role in various settings in machine learning, including causality testing, structure inference in graphical models, time-series p…
ClusterGAN : Latent Space Clustering in Generative Adversarial Networks
Sudipto Mukherjee, Himanshu Asnani, Eugene Lin +1
Generative Adversarial networks (GANs) have obtained remarkable success in many unsupervised learning tasks and unarguably, clustering is an important unsupervised learning problem…
Mimic and Classify : A meta-algorithm for Conditional Independence Testing
Rajat Sen, Karthikeyan Shanmugam, Himanshu Asnani +2
Given independent samples generated from the joint distribution , we study the problem of Conditional Independence (CI-Testing), i.e., whether…