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math.OC2025
Asynchronous and Stochastic Distributed Resource Allocation
Qiang Li, Michal Yemini, Hoi-To Wai
This work proposes and studies the distributed resource allocation problem in asynchronous and stochastic settings. We consider a distributed system with multiple workers and a coo…
math.OC2025
Clipped SGD Algorithms for Performative Prediction: Tight Bounds for Clipping Bias and Remedies
Qiang Li, Michal Yemini, Hoi-To Wai
This paper studies the convergence of clipped stochastic gradient descent (SGD) algorithms with decision-dependent data distribution. Our setting is motivated by privacy preserving…