An Introduction to Deep Learning for the Physical Layer

2 February 2017

Papers citing "An Introduction to Deep Learning for the Physical Layer"

31 / 31 papers shown

Title
RADE: A Neural Codec for Transmitting Speech over HF Radio Channels David Rowe Jean-Marc Valin 38 0 0 10 May 2025
Software demodulation of weak radio signals using convolutional neural network Mykola Kozlenko Ihor Lazarovych Valerii Tkachuk Vira Vialkova 76 10 0 26 Feb 2025
Software defined demodulation of multiple frequency shift keying with dense neural network for weak signal communications Mykola Kozlenko Vira Vialkova 97 7 0 22 Feb 2025
Physically Parameterized Differentiable MUSIC for DoA Estimation with Uncalibrated Arrays Baptiste Chatelier José Miguel Mateos-Ramos Vincent Corlay Christian Hager M. Crussiére H. Wymeersch Luc Le Magoarou 126 3 0 06 Nov 2024
Online Optimization for Learning to Communicate over Time-Correlated Channels Zheshun Wu Junfan Li Zenglin Xu Sumei Sun Jie Liu 65 0 0 01 Sep 2024
OpenRANet: Neuralized Spectrum Access by Joint Subcarrier and Power Allocation with Optimization-based Deep Learning Siya Chen Chee Wei Tan Xiangping Zhai H. Vincent Poor 50 1 0 31 Aug 2024
Fundamental Limits of Deep Learning-Based Binary Classifiers Trained with Hinge Loss T. Getu Georges Kaddoum M. Bennis 52 1 0 13 Sep 2023
Conditional Mutual Information Neural Estimator Sina Molavipour Germán Bassi Mikael Skoglund 41 14 0 06 Nov 2019
Deep MIMO Detection N. Samuel Tzvi Diskin A. Wiesel 106 407 0 04 Jun 2017
Detection Algorithms for Communication Systems Using Deep Learning Nariman Farsad Andrea J. Goldsmith 66 135 0 22 May 2017
RNN Decoding of Linear Block Codes Eliya Nachmani Elad Marciano D. Burshtein Yair Be’ery AI4CE 89 87 0 24 Feb 2017
Learning to Invert: Signal Recovery via Deep Convolutional Networks Ali Mousavi Richard G. Baraniuk 92 285 0 14 Jan 2017
Deep Neural Networks to Enable Real-time Multimessenger Astrophysics D. George Eliu A. Huerta 49 202 0 30 Dec 2016
Reinforcement Learning with Unsupervised Auxiliary Tasks Max Jaderberg Volodymyr Mnih Wojciech M. Czarnecki Tom Schaul Joel Z Leibo David Silver Koray Kavukcuoglu SSL 36 1,225 0 16 Nov 2016
Learning to Protect Communications with Adversarial Neural Cryptography Martín Abadi David G. Andersen FedML GAN 51 212 0 21 Oct 2016
Learning to Communicate: Channel Auto-encoders, Domain Specific Regularizers, and Attention Tim O'Shea Kiran Karra T. Clancy AI4CE 27 221 0 23 Aug 2016
Onsager-corrected deep learning for sparse linear inverse problems M. Borgerding Philip Schniter 46 92 0 20 Jul 2016
Learning to Decode Linear Codes Using Deep Learning Eliya Nachmani Yair Be’ery D. Burshtein 106 459 0 16 Jul 2016
Theano: A Python framework for fast computation of mathematical expressions The Theano Development Team Rami Al-Rfou Guillaume Alain Amjad Almahairi Christof Angermüller ... Kelvin Xu Lijun Xue Li Yao Saizheng Zhang Ying Zhang 102 2,338 0 09 May 2016
Unsupervised Representation Learning of Structured Radio Communication Signals Tim O'Shea Johnathan Corgan T. Clancy AI4TS SSL 26 88 0 24 Apr 2016
Convolutional Radio Modulation Recognition Networks Tim O'Shea Johnathan Corgan T. Clancy 23 1,077 0 12 Feb 2016
MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems Tianqi Chen Mu Li Yutian Li Min Lin Naiyan Wang Minjie Wang Tianjun Xiao Bing Xu Chiyuan Zhang Zheng Zhang 75 2,243 0 03 Dec 2015
Neural Programmer-Interpreters Scott E. Reed Nando de Freitas 57 408 0 19 Nov 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 242 7,361 0 05 Jun 2015
Gradient-based Hyperparameter Optimization through Reversible Learning D. Maclaurin David Duvenaud Ryan P. Adams DD 133 941 0 11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 107 18,534 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 519 149,474 0 22 Dec 2014
Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures J. Hershey Jonathan Le Roux F. Weninger BDL 70 430 0 09 Sep 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 688 99,991 0 04 Sep 2014
Caffe: Convolutional Architecture for Fast Feature Embedding Yangqing Jia Evan Shelhamer Jeff Donahue Sergey Karayev Jonathan Long Ross B. Girshick S. Guadarrama Trevor Darrell VLM BDL 3DV 146 14,703 0 20 Jun 2014
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization Yann N. Dauphin Razvan Pascanu Çağlar Gülçehre Kyunghyun Cho Surya Ganguli Yoshua Bengio ODL 84 1,379 0 10 Jun 2014