25 citations · 33 across the 26 of their papers we have counts for
4 papers · 1 filter
CorBin-FL: A Differentially Private Federated Learning Mechanism using Common Randomness
Hojat Allah Salehi, Md Jueal Mia, S. Sandeep Pradhan +2
Federated learning (FL) has emerged as a promising framework for distributed machine learning. It enables collaborative learning among multiple clients, utilizing distributed data…
On Non-Interactive Simulation of Distributed Sources with Finite Alphabets
Hojat Allah Salehi, Farhad Shirani
This work presents a Fourier analysis framework for the non-interactive source simulation (NISS) problem. Two distributed agents observe a pair of sequences and drawn a…
Non-Linear Analog Processing Gains in Task-Based Quantization
Marian Temprana Alonso, Farhad Shirani, Neil Irwin Bernardo +1
In task-based quantization, a multivariate analog signal is transformed into a digital signal using a limited number of low-resolution analog-to-digital converters (ADCs). This pro…
Quantum Advantage in Non-Interactive Source Simulation
Hojat Allah Salehi, Farhad Shirani, S. Sandeep Pradhan
This work considers the non-interactive source simulation problem (NISS). In the standard NISS scenario, a pair of distributed agents, Alice and Bob, observe a distributed binary m…