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06/28/2022
Fundamental Limits of Communication Efficiency for Model Aggregation in Distributed Learning: A Rate-Distortion Approach
One of the main focuses in distributed learning is communication efficie...
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01/21/2021
Rate Region for Indirect Multiterminal Source Coding in Federated Learning
One of the main focus in federated learning (FL) is the communication ef...
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09/12/2020
Extended Radial Basis Function Controller for Reinforcement Learning
There have been attempts in model-based reinforcement learning to exploi...
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03/10/2020
MQA: Answering the Question via Robotic Manipulation
In this paper,we propose a novel task of Manipulation Question Answering...
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03/04/2020
Gradient Statistics Aware Power Control for Over-the-Air Federated Learning in Fading Channels
To enable communication-efficient federated learning, fast model aggrega...
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03/13/2018