no code implementations • 7 Nov 2022 • Shu-Jie Cao, Ritesh Goenka, Chau-Wai Wong, Ajit Rajwade, Dror Baron
These samples are arranged into m < n pooled samples, where each pool is obtained by mixing a subset of the n individual samples.
no code implementations • 12 Jun 2022 • Mahmoud Abdelkhalek, Dror Baron, Chau-Wai Wong
We investigate mismatched estimation in the context of the distance geometry problem (DGP).
no code implementations • 8 Jun 2022 • Kai Yue, Richeng Jin, Chau-Wai Wong, Dror Baron, Huaiyu Dai
Prior work has shown that the gradient sharing strategies in federated learning can be vulnerable to data reconstruction attacks.
no code implementations • 7 Oct 2021 • Kai Yue, Richeng Jin, Ryan Pilgrim, Chau-Wai Wong, Dror Baron, Huaiyu Dai
The paradigm addresses the challenge of statistical heterogeneity by transmitting update data that are more expressive than those of the conventional FL paradigms.
no code implementations • 6 Apr 2020 • Junan Zhu, Kristina Rivera, Dror Baron
Our approach converts group testing to a linear inverse problem, where false positives and negatives are interpreted as generated by a noisy communication channel, and a message passing algorithm estimates the illness status of patients.
no code implementations • 25 Mar 2020 • Hangjin Liu, Cynthia Rush, Dror Baron
For this reason, a novel algorithmic framework that incorporates SI into AMP, referred to as approximate message passing with side information (AMP-SI), has been recently introduced.
no code implementations • 1 Feb 2019 • Hangjin Liu, Cynthia Rush, Dror Baron
For this reason a novel algorithmic framework that incorporates SI into AMP, referred to as approximate message passing with side information (AMP-SI), has been recently introduced.
Information Theory Information Theory
no code implementations • 10 Apr 2016 • Junan Zhu, Ahmad Beirami, Dror Baron
We prove that the achievable region of this MOP is convex, and conjecture how the combined cost of computation and communication scales with the desired mean squared error.
no code implementations • 14 Aug 2009 • Danny Bickson, Dror Baron, Alex T. Ihler, Harel Avissar, Danny Dolev
We consider the problem of identifying a pattern of faults from a set of noisy linear measurements.
Information Theory Information Theory