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End-to-End Fast Training of Communication Links Without a Channel Model via Online Meta-Learning


Mar 03, 2020
Sangwoo Park, Osvaldo Simeone, Joonhyuk Kang


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ITENE: Intrinsic Transfer Entropy Neural Estimator


Jan 08, 2020
Jingjing Zhang, Osvaldo Simeone, Zoran Cvetkovic, Eugenio Abela, Mark Richardson


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From Learning to Meta-Learning: Reduced Training Overhead and Complexity for Communication Systems


Jan 05, 2020
Osvaldo Simeone, Sangwoo Park, Joonhyuk Kang

* Invited to the 6G Wireless Summit 2020 

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Meta-Learning to Communicate: Fast End-to-End Training for Fading Channels


Oct 22, 2019
Sangwoo Park, Osvaldo Simeone, Joonhyuk Kang

* submitted for conference publication 

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Federated Neuromorphic Learning of Spiking Neural Networks for Low-Power Edge Intelligence


Oct 21, 2019
Nicolas Skatchkovsky, Hyeryung Jang, Osvaldo Simeone

* submitted for conference publication 

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An Introduction to Probabilistic Spiking Neural Networks


Oct 02, 2019
Hyeryung Jang, Osvaldo Simeone, Brian Gardner, André Grüning

* To appear on IEEE Signal Processing Magazine (subsumes arXiv:1812.03929) 

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Wireless Federated Distillation for Distributed Edge Learning with Heterogeneous Data


Jul 05, 2019
Jin-Hyun Ahn, Osvaldo Simeone, Joonhyuk Kang

* submitted for conference publication 

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Optimizing Pipelined Computation and Communication for Latency-Constrained Edge Learning


Jun 12, 2019
Nicolas Skatchkovsky, Osvaldo Simeone

* to be published in IEEE Communication Letters 

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LAGC: Lazily Aggregated Gradient Coding for Straggler-Tolerant and Communication-Efficient Distributed Learning


May 22, 2019
Jingjing Zhang, Osvaldo Simeone

* Submitted 

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