activity
20082022
most citedCommunication Efficient Federated Learning over Multiple Access Channels

52 citations · 194 across the 17 of their papers we have counts for

collaborators

30 papers

cs.LG20221 cited

Unsupervised Change Detection using DRE-CUSUM

Sudarshan Adiga, Ravi Tandon

This paper presents DRE-CUSUM, an unsupervised density-ratio estimation (DRE) based approach to determine statistical changes in time-series data when no knowledge of the pre-and p…

cs.CR2021

Private Retrieval, Computing and Learning: Recent Progress and Future Challenges

Sennur Ulukus, Salman Avestimehr, Michael Gastpar +3

Most of our lives are conducted in the cyberspace. The human notion of privacy translates into a cyber notion of privacy on many functions that take place in the cyberspace. This a…

cs.IT2021

FAID Diversity via Neural Networks

Xin Xiao, Nithin Raveendran, Bane Vasic +2

Decoder diversity is a powerful error correction framework in which a collection of decoders collaboratively correct a set of error patterns otherwise uncorrectable by any individu…

cs.IT2021

Privacy Amplification for Federated Learning via User Sampling and Wireless Aggregation

Mohamed Seif, Wei-Ting Chang, Ravi Tandon

In this paper, we study the problem of federated learning over a wireless channel with user sampling, modeled by a Gaussian multiple access channel, subject to central and local di…

eess.SP2020

Adversarial Filters for Secure Modulation Classification

Alex Berian, Kory Staab, Noel Teku +3

Modulation Classification (MC) refers to the problem of classifying the modulation class of a wireless signal. In the wireless communications pipeline, MC is the first operation pe…

cs.IT2020

Asymmetric Leaky Private Information Retrieval

Islam Samy, Mohamed A. Attia, Ravi Tandon +1

Information-theoretic formulations of the private information retrieval (PIR) problem have been investigated under a variety of scenarios. Symmetric private information retrieval (…