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Mean-Field Approximation of Cooperative Constrained Multi-Agent Reinforcement Learning (CMARL)


Sep 15, 2022
Washim Uddin Mondal, Vaneet Aggarwal, Satish V. Ukkusuri

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On the Near-Optimality of Local Policies in Large Cooperative Multi-Agent Reinforcement Learning


Sep 07, 2022
Washim Uddin Mondal, Vaneet Aggarwal, Satish V. Ukkusuri

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* Transactions on Machine Learning Research, 2022 

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Can Mean Field Control (MFC) Approximate Cooperative Multi Agent Reinforcement Learning (MARL) with Non-Uniform Interaction?


Feb 28, 2022
Washim Uddin Mondal, Vaneet Aggarwal, Satish V. Ukkusuri

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Deep Learning based Coverage and Rate Manifold Estimation in Cellular Networks


Feb 13, 2022
Washim Uddin Mondal, Praful D. Mankar, Goutam Das, Vaneet Aggarwal, Satish V. Ukkusuri

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On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC)


Sep 09, 2021
Washim Uddin Mondal, Mridul Agarwal, Vaneet Aggarwal, Satish V. Ukkusuri

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* 47 pages 

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