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math.OC2026
Source Reliability Weighted Observer Design for Open Client Server Networks
Amit Dutta, Marcos M. Vasconcelos, Olugbenga M. Anubi
State estimation in open client server networks is challenging because the set of active observation sources changes over time, and active sources need not be valid sensors of the…
math.OC2026
Persistent Mean Tracking in Client--Server Open Networks
Amit Dutta, Fat-Hy Omar Rajab, Marcos M. Vasconcelos +1
We study persistent-agent identification and mean tracking in an open client-server network where agents participate intermittently. The network consists of a core of highly regula…
math.OC2024
Resilient Two-Time-Scale Local Stochastic Gradient Descent for Byzantine Federated Learning
Amit Dutta, Thinh T. Doan
We study local stochastic gradient descent methods for solving federated optimization over a network of agents communicating indirectly through a centralized coordinator. We are in…