research
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01/31/2023
Toward Efficient Gradient-Based Value Estimation
Gradient-based methods for value estimation in reinforcement learning ha...
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08/19/2021
Order Optimal One-Shot Federated Learning for non-Convex Loss Functions
We consider the problem of federated learning in a one-shot setting in w...
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11/02/2019
Order Optimal One-Shot Distributed Learning
We consider distributed statistical optimization in one-shot setting, wh...
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05/12/2019
Theoretical Limits of One-Shot Distributed Learning
We consider a distributed system of m machines and a server. Each machin...
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10/22/2018