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Consensus-based optimization methods converge globally
In this paper we study consensus-based optimization (CBO), which is a multiagent
metaheuristic derivative-free optimization method that can globally minimize nonconvex …
metaheuristic derivative-free optimization method that can globally minimize nonconvex …
CBO: Consensus-Based Bi-Level Optimization
Bi-level optimization problems, where one wishes to find the global minimizer of an upper-
level objective function over the globally optimal solution set of a lower-level objective, arise …
level objective function over the globally optimal solution set of a lower-level objective, arise …
Defending Against Diverse Attacks in Federated Learning Through Consensus-Based Bi-Level Optimization
Adversarial attacks pose significant challenges in many machine learning applications,
particularly in the setting of distributed training and federated learning, where malicious …
particularly in the setting of distributed training and federated learning, where malicious …