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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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