Timothy J. O’Shea

An Introduction to Deep Learning for the Physical Layer

Timothy J. O’Shea, Jakob Hoydis · IEEE Transactions on Cognitive Communications and Networking · 2017 · 2.8K citations

Artificial Intelligence, Convolutional Neural Network, Deep Neural Networks +11

Over-the-Air Deep Learning Based Radio Signal Classification

Timothy J. O’Shea, Tamoghna Roy, T. Charles Clancy · IEEE Journal of Selected Topics in Signal Processing · 2018 · 1.5K citations · Full text

Deep Learning Based MIMO Communications

Timothy J. O’Shea, Tugba Erpek, T. Charles Clancy · arXiv (Cornell University) · 2017 · 142 citations · Full text

Wireless Communications, Wireless Mimo Systems, Mimo System +11

Physical layer deep learning of encodings for the MIMO fading channel

Timothy J. O’Shea, Tugba Erpek, T. Charles Clancy · 2017 · 99 citations

Wireless Communications, Wireless Mimo Systems, Spatial Multiplexing Modes +15

Unsupervised representation learning of structured radio communication signals

Timothy J. O’Shea, Johnathan Corgan, T. Charles Clancy · 2016 · 94 citations

Statistical Signal Processing, Engineering, Machine Learning +15