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06/19/2023
Adaptive Federated Learning with Auto-Tuned Clients
Federated learning (FL) is a distributed machine learning framework wher...
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11/09/2022
Extragradient with Positive Momentum is Optimal for Games with Cross-Shaped Jacobian Spectrum
The extragradient method has recently gained increasing attention, due t...
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03/22/2022
Local Stochastic Factored Gradient Descent for Distributed Quantum State Tomography
We propose a distributed Quantum State Tomography (QST) protocol, named ...
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11/11/2021
Convergence and Stability of the Stochastic Proximal Point Algorithm with Momentum
Stochastic gradient descent with momentum (SGDM) is the dominant algorit...
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07/31/2021
Provably Efficient Lottery Ticket Discovery
The lottery ticket hypothesis (LTH) claims that randomly-initialized, de...
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06/16/2021
Momentum-inspired Low-Rank Coordinate Descent for Diagonally Constrained SDPs
We present a novel, practical, and provable approach for solving diagona...
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04/14/2021