374 citations · 818 across the 73 of their papers we have counts for
4 papers · 1 filter
Matrix Completion over Finite Fields: Bounds and Belief Propagation Algorithms
Mahdi Soleymani, Qiang Liu, Hessam Mahdavifar +1
We consider the low rank matrix completion problem over finite fields. This problem has been extensively studied in the domain of real/complex numbers, however, to the best of auth…
Analog Multi-Party Computing: Locally Differential Private Protocols for Collaborative Computations
Hsuan-Po Liu, Mahdi Soleymani, Hessam Mahdavifar
We consider a fully-decentralized scenario in which no central trusted entity exists and all clients are honest-but-curious. The state-of-the-art approaches to this problem often r…
Iterative Sketching for Secure Coded Regression
Neophytos Charalambides, Hessam Mahdavifar, Mert Pilanci +1
Linear regression is a fundamental and primitive problem in supervised machine learning, with applications ranging from epidemiology to finance. In this work, we propose methods fo…
Machine Learning-Aided Efficient Decoding of Reed-Muller Subcodes
Mohammad Vahid Jamali, Xiyang Liu, Ashok Vardhan Makkuva +3
Reed-Muller (RM) codes achieve the capacity of general binary-input memoryless symmetric channels and are conjectured to have a comparable performance to that of random codes in te…