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Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks


Jan 27, 2022
Boning Li, Gunjan Verma, Santiago Segarra


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Delay-Oriented Distributed Scheduling Using Graph Neural Networks


Nov 13, 2021
Zhongyuan Zhao, Gunjan Verma, Ananthram Swami, Santiago Segarra

* 5 pages, 6 figures, submitted to ICASSP 2022. arXiv admin note: text overlap with arXiv:2109.05536 

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ML-aided power allocation for Tactical MIMO


Sep 14, 2021
Arindam Chowdhury, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra

* Under review at MILCOM 2021 

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Link Scheduling using Graph Neural Networks


Sep 12, 2021
Zhongyuan Zhao, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra

* 13 pages, 15 figures, submitted to IEEE Journal of Selected Topics in Signal Processing. arXiv admin note: text overlap with arXiv:2011.09430 

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Distributed Scheduling using Graph Neural Networks


Nov 18, 2020
Zhongyuan Zhao, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra

* 5 pages, 6 figures, submitted to IEEE ICASSP 2021 

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Adaptive Contention Window Design using Deep Q-learning


Nov 18, 2020
Abhishek Kumar, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra


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Efficient power allocation using graph neural networks and deep algorithm unfolding


Nov 18, 2020
Arindam Chowdhury, Gunjan Verma, Chirag Rao, Ananthram Swami, Santiago Segarra

* Under review at IEEE ICASSP 2021. arXiv admin note: text overlap with arXiv:2009.10812 

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Adversarial Examples in Constrained Domains


Nov 02, 2020
Ryan Sheatsley, Nicolas Papernot, Michael Weisman, Gunjan Verma, Patrick McDaniel

* 17 pages, 5 figures 

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Attribution-driven Causal Analysis for Detection of Adversarial Examples


Mar 14, 2019
Susmit Jha, Sunny Raj, Steven Lawrence Fernandes, Sumit Kumar Jha, Somesh Jha, Gunjan Verma, Brian Jalaian, Ananthram Swami

* 11 pages, 6 figures 

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