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cs.LG2023★ 1 cited
Provably Personalized and Robust Federated Learning
Mariel Werner, Lie He, Michael Jordan +2
Identifying clients with similar objectives and learning a model-per-cluster is an intuitive and interpretable approach to personalization in federated learning. However, doing so…
cs.LG2023
Debiasing Conditional Stochastic Optimization
Lie He, Shiva Prasad Kasiviswanathan
In this paper, we study the conditional stochastic optimization (CSO) problem which covers a variety of applications including portfolio selection, reinforcement learning, robust l…