5 citations · 12 across the 19 of their papers we have counts for
22 papers · 1 filter
Wireless Federated Learning with Limited Communication and Differential Privacy
Amir Sonee, Stefano Rini, Yu-Chih Huang
This paper investigates the role of dimensionality reduction in efficient communication and differential privacy (DP) of the local datasets at the remote users for over-the-air com…
Comparison-limited Vector Quantization
Joseph Chataignon, Stefano Rini
In this paper a variation of the classic vector quantization problem is considered. In the standard formulation, a quantizer is designed to minimize the distortion between input an…
Stochastic Binning and Coded Demixing for Unsourced Random Access
Jamison R. Ebert, Vamsi K. Amalladinne, Stefano Rini +2
Unsourced random access is a novel communication paradigm designed for handling a large number of uncoordinated users that sporadically transmit very short messages. Under this mod…
Multi-Class Unsourced Random Access via Coded Demixing
Vamsi K. Amalladinne, Allen Hao, Stefano Rini +1
Unsourced random access (URA) is a recently proposed communication paradigm attuned to machine-driven data transfers. In the original URA formulation, all the active devices share…
An Exploration of the Heterogeneous Unsourced MAC
Allen Hao, Stefano Rini, Vamsi Amalladinne +2
The unsourced MAC model was originally introduced to study the communication scenario in which a number of devices with low-complexity and low-energy wish to upload their respectiv…
On Sum Secure Degrees of Freedom for K-User MISO Broadcast Channel With Alternating CSIT
Leyla Sadighi, Sadaf Salehkalaibar, Stefano Rini
In this paper, the sum secure degrees of freedom (SDoF) of the -user Multiple Input/Single Output (MISO) Broadcast Channel with Confidential Messages (BCCM) and alternating Chan…