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

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

5 January 2020

Osvaldo Simeone

Sangwoo Park

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

13 / 13 papers shown

Title
FPGA Implementation of Multi-Layer Machine Learning Equalizer with On-Chip Training Keren Liu E. Börjeson Christian Hager P. Larsson-Edefors 68 4 0 07 Dec 2022
Online Bayesian Meta-Learning for Cognitive Tracking Radar C. Thornton R. M. Buehrer A. Martone 57 6 0 07 Jul 2022
Robust Bayesian Learning for Reliable Wireless AI: Framework and Applications Matteo Zecchin Sangwoo Park Osvaldo Simeone Marios Kountouris David Gesbert 78 15 0 01 Jul 2022
An Energy and Carbon Footprint Analysis of Distributed and Federated Learning S. Savazzi V. Rampa Sanaz Kianoush M. Bennis 69 45 0 21 Jun 2022
Modular Meta-Learning for Power Control via Random Edge Graph Neural Networks I. Nikoloska Osvaldo Simeone 79 22 0 04 Aug 2021
Bayesian Active Meta-Learning for Few Pilot Demodulation and Equalization K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 98 12 0 02 Aug 2021
Fast Power Control Adaptation via Meta-Learning for Random Edge Graph Neural Networks I. Nikoloska Osvaldo Simeone 102 21 0 02 May 2021
Solving Stochastic Compositional Optimization is Nearly as Easy as Solving Stochastic Optimization Tianyi Chen Yuejiao Sun W. Yin 139 82 0 25 Aug 2020
Team Deep Mixture of Experts for Distributed Power Control Matteo Zecchin David Gesbert Marios Kountouris 126 4 0 28 Jul 2020
Information-Theoretic Generalization Bounds for Meta-Learning and Applications Sharu Theresa Jose Osvaldo Simeone 76 47 0 09 May 2020
End-to-End Fast Training of Communication Links Without a Channel Model via Online Meta-Learning Sangwoo Park Osvaldo Simeone Joonhyuk Kang 95 42 0 03 Mar 2020
DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO Detection Nir Shlezinger Rong Fu Yonina C. Eldar 95 103 0 08 Feb 2020
perm2vec: Graph Permutation Selection for Decoding of Error Correction Codes using Self-Attention Nir Raviv Avi Caciularu Tomer Raviv Jacob Goldberger Yair Be’ery 63 8 0 06 Feb 2020