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Hierarchical Reinforcement Learning for Optimal Control of Linear Multi-Agent Systems: the Homogeneous Case


Oct 16, 2020
Gangshan Jing, He Bai, Jemin George, Aranya Chakrabortty


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Model-Free Optimal Control of Linear Multi-Agent Systems via Decomposition and Hierarchical Approximation


Aug 14, 2020
Gangshan Jing, He Bai, Jemin George, Aranya Chakrabortty

* This paper proposes a hierarchical optimal control framework for model-free heterogeneous linear multi-agent systems 

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A Decentralized Approach to Bayesian Learning


Jul 14, 2020
Anjaly Parayil, He Bai, Jemin George, Prudhvi Gurram

* 52 pages, 29 figures 

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SQuARM-SGD: Communication-Efficient Momentum SGD for Decentralized Optimization


May 13, 2020
Navjot Singh, Deepesh Data, Jemin George, Suhas Diggavi

* 52 pages, 6 figures. arXiv admin note: substantial text overlap with arXiv:1910.14280 

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SPARQ-SGD: Event-Triggered and Compressed Communication in Decentralized Stochastic Optimization


Oct 31, 2019
Navjot Singh, Deepesh Data, Jemin George, Suhas Diggavi

* 41 pages, 4 figures 

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Distributed Deep Learning with Event-Triggered Communication


Sep 08, 2019
Jemin George, Prudhvi Gurram

* arXiv admin note: substantial text overlap with arXiv:1908.06693 

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