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Click-Based Student Performance Prediction: A Clustering Guided Meta-Learning Approach


Nov 16, 2021
Yun-Wei Chu, Elizabeth Tenorio, Laura Cruz, Kerrie Douglas, Andrew S. Lan, Christopher G. Brinton

* 10 pages, IEEE BigData 2021 

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Federated Learning Beyond the Star: Local D2D Model Consensus with Global Cluster Sampling


Sep 12, 2021
Frank Po-Chen Lin, Seyyedali Hosseinalipour, Sheikh Shams Azam, Christopher G. Brinton, Nicolò Michelusi

* This paper has been published in IEEE Global Communications Conference 2021 (Globecom). arXiv admin note: substantial text overlap with arXiv:2103.10481 

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UAV-assisted Online Machine Learning over Multi-Tiered Networks: A Hierarchical Nested Personalized Federated Learning Approach


Jul 11, 2021
Su Wang, Seyyedali Hosseinalipour, Maria Gorlatova, Christopher G. Brinton, Mung Chiang


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A Deep Ensemble-based Wireless Receiver Architecture for Mitigating Adversarial Interference in Automatic Modulation Classification


Apr 08, 2021
Rajeev Sahay, Christopher G. Brinton, David J. Love

* This work is currently under review for possible publication in a journal 

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Two Timescale Hybrid Federated Learning with Cooperative D2D Local Model Aggregations


Mar 18, 2021
Frank Po-Chen Lin, Seyyedali Hosseinalipour, Sheikh Shams Azam, Christopher G. Brinton, Nicolo Michelusi

* This paper is currently under review for publication 

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Channel Estimation via Successive Denoising in MIMO OFDM Systems: A Reinforcement Learning Approach


Feb 15, 2021
Myeung Suk Oh, Seyyedali Hosseinalipour, Taejoon Kim, Christopher G. Brinton, David J. Love

* This paper is accepted for publication in the proceedings of 2021 IEEE International Conference on Communications (ICC) 

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Device Sampling for Heterogeneous Federated Learning: Theory, Algorithms, and Implementation


Jan 04, 2021
Su Wang, Mengyuan Lee, Seyyedali Hosseinalipour, Roberto Morabito, Mung Chiang, Christopher G. Brinton

* This paper is accepted for publication in the proceedings of 2021 IEEE International Conference on Computer Communications (INFOCOM) 

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On Extending NLP Techniques from the Categorical to the Latent Space: KL Divergence, Zipf's Law, and Similarity Search


Dec 02, 2020
Adam Hare, Yu Chen, Yinan Liu, Zhenming Liu, Christopher G. Brinton

* 13 pages, 6 figures 

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Exploiting Multiple Intelligent Reflecting Surfaces in Multi-Cell Uplink MIMO Communications


Nov 08, 2020
Junghoon Kim, Seyyedali Hosseinalipour, Taejoon Kim, David J. Love, Christopher G. Brinton

* 7 pages, 2 figures, submitted to IEEE International Conference on Communications (ICC), 2021 

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Frequency-based Automated Modulation Classification in the Presence of Adversaries


Nov 04, 2020
Rajeev Sahay, Christopher G. Brinton, David J. Love

* 6 pages, 7 figures. This work is currently under review at the 2021 IEEE International Conference on Communications (ICC) 

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A Fast Graph Neural Network-Based Method for Winner Determination in Multi-Unit Combinatorial Auctions


Sep 29, 2020
Mengyuan Lee, Seyyedali Hosseinalipour, Christopher G. Brinton, Guanding Yu, Huaiyu Dai


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Multi-Stage Hybrid Federated Learning over Large-Scale Wireless Fog Networks


Aug 30, 2020
Seyyedali Hosseinalipour, Sheikh Shams Azam, Christopher G. Brinton, Nicolo Michelusi, Vaneet Aggarwal, David J. Love, Huaiyu Dai

* 64 pages, 48 figures 

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Federated Learning with Communication Delay in Edge Networks


Aug 21, 2020
Frank Po-Chen Lin, Christopher G. Brinton, Nicolò Michelusi

* Accepted for publication at IEEE Global Communications Conference (Globecom 2020) 

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BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation


Aug 05, 2020
Sirui Wang, Yuwei Tu, Qiong Wu, Adam Hare, Zhenming Liu, Christopher G. Brinton, Yanhua Li


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Fast-Convergent Federated Learning


Jul 26, 2020
Hung T. Nguyen, Vikash Sehwag, Seyyedali Hosseinalipour, Christopher G. Brinton, Mung Chiang, H. Vincent Poor


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From Federated Learning to Fog Learning: Towards Large-Scale Distributed Machine Learning in Heterogeneous Wireless Networks


Jun 07, 2020
Seyyedali Hosseinalipour, Christopher G. Brinton, Vaneet Aggarwal, Huaiyu Dai, Mung Chiang

* 7 pages, 4 figures 

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A Deep Learning Approach to Behavior-Based Learner Modeling


Jan 23, 2020
Yuwei Tu, Weiyu Chen, Christopher G. Brinton


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