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09/04/2023
Smoothing ADMM for Sparse-Penalized Quantile Regression with Non-Convex Penalties
This paper investigates quantile regression in the presence of non-conve...
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08/31/2023
Moreau Envelope ADMM for Decentralized Weakly Convex Optimization
This paper proposes a proximal variant of the alternating direction meth...
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08/31/2023
Robust Networked Federated Learning for Localization
This paper addresses the problem of localization, which is inherently no...
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06/24/2023
Zero-Concentrated Private Distributed Learning for Nonsmooth Objective Functions
This paper develops a fully distributed differentially-private learning ...
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05/18/2023
Robust Hybrid Transceiver Designs for Linear Decentralized Estimation in mmWave MIMO IoT Networks in the Face of Imperfect CSI
Hybrid transceivers are designed for linear decentralized estimation (LD...
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01/12/2022