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Defending Adversarial Attacks on Deep Learning Based Power Allocation in Massive MIMO Using Denoising Autoencoders


Nov 29, 2022
Rajeev Sahay, Minjun Zhang, David J. Love, Christopher G. Brinton

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* This work is currently under review for publication 

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Event-Triggered Decentralized Federated Learning over Resource-Constrained Edge Devices


Nov 23, 2022
Shahryar Zehtabi, Seyyedali Hosseinalipour, Christopher G. Brinton

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* 23 pages. arXiv admin note: text overlap with arXiv:2204.03726 

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Linear Coding for Gaussian Two-Way Channels


Oct 29, 2022
Junghoon Kim, Seyyedali Hosseinalipour, Taejoon Kim, David J. Love, Christopher G. Brinton

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* Accepted for publication in 58th Annual Allerton Conference on Communication, Control, and Computing 

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Performance Optimization for Variable Bitwidth Federated Learning in Wireless Networks


Sep 21, 2022
Sihua Wang, Mingzhe Chen, Christopher G. Brinton, Changchuan Yin, Walid Saad, Shuguang Cui

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Embedding Alignment for Unsupervised Federated Learning via Smart Data Exchange


Aug 04, 2022
Satyavrat Wagle, Seyyedali Hosseinalipour, Naji Khosravan, Mung Chiang, Christopher G. Brinton

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* Accepted for publication in IEEE Global Communications Conferences (GLOBECOM), 2022 

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A Neural Network-Prepended GLRT Framework for Signal Detection Under Nonlinear Distortions


Jun 15, 2022
Rajeev Sahay, Swaroop Appadwedula, David J. Love, Christopher G. Brinton

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* This work was published in the IEEE Communications Letters 

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Nonparametric Decentralized Detection and Sparse Sensor Selection via Multi-Sensor Online Kernel Scalar Quantization


May 21, 2022
Jing Guo, Raghu G. Raj, David J. Love, Christopher G. Brinton

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Deep Reinforcement Learning-Based Adaptive IRS Control with Limited Feedback Codebooks


May 07, 2022
Junghoon Kim, Seyyedali Hosseinalipour, Andrew C. Marcum, Taejoon Kim, David J. Love, Christopher G. Brinton

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* Accepted for publication in IEEE International Conference on Communications (ICC), 2022. arXiv admin note: substantial text overlap with arXiv:2112.01874 

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Decentralized Event-Triggered Federated Learning with Heterogeneous Communication Thresholds


Apr 07, 2022
Shahryar Zehtabi, Seyyedali Hosseinalipour, Christopher G. Brinton

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* 8 pages 

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Multi-Edge Server-Assisted Dynamic Federated Learning with an Optimized Floating Aggregation Point


Mar 26, 2022
Bhargav Ganguly, Seyyedali Hosseinalipour, Kwang Taik Kim, Christopher G. Brinton, Vaneet Aggarwal, David J. Love, Mung Chiang

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