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09/25/2022
On the Stability Analysis of Open Federated Learning Systems
We consider the open federated learning (FL) systems, where clients may ...
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05/29/2021
On Centralized and Distributed Mirror Descent: Exponential Convergence Analysis Using Quadratic Constraints
Mirror descent (MD) is a powerful first-order optimization technique tha...
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11/24/2020
Linear Convergence of Distributed Mirror Descent with Integral Feedback for Strongly Convex Problems
Distributed optimization often requires finding the minimum of a global ...
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09/14/2020
Distributed Mirror Descent with Integral Feedback: Asymptotic Convergence Analysis of Continuous-time Dynamics
This work addresses distributed optimization, where a network of agents ...
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12/12/2018