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20122026
most citedFederated Learning: Challenges, Methods, and Future Directions

5.1k citations · 5.7k across the 37 of their papers we have counts for

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Showing 2016Show all

2 papers · 1 filter

math.OC2016★ 28 cited

Distributed Constrained Recursive Nonlinear Least-Squares Estimation: Algorithms and Asymptotics

Anit Kumar Sahu, Soummya Kar, Jose' M. F. Moura +1

This paper focuses on the problem of recursive nonlinear least squares parameter estimation in multi-agent networks, in which the individual agents observe sequentially over time a…

cs.IT2016

Recursive Distributed Detection for Composite Hypothesis Testing: Nonlinear Observation Models in Additive Gaussian Noise

Anit Kumar Sahu, Soummya Kar

This paper studies recursive composite hypothesis testing in a network of sparsely connected agents. The network objective is to test a simple null hypothesis against a composite a…