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Tim O'Shea
Tim O'Shea
CTO/Founder, DeepSig
Verified email at vt.edu - Homepage
Title
Cited by
Cited by
Year
An Introduction to Deep Learning for the Physical Layer
TJ O'Shea, J Hoydis
IEEE Transactions on Cognitive Communications and Networking, 2017
30612017
Convolutional Radio Modulation Recognition Networks
TJ O'Shea, J Corgan, TC Clancy
Engineering Applications of Neural Networks: 17th International Conference …, 2016
15892016
Over-the-air deep learning based radio signal classification
TJ O’Shea, T Roy, TC Clancy
IEEE Journal of Selected Topics in Signal Processing 12 (1), 168-179, 2018
15022018
Radio machine learning dataset generation with gnu radio
TJ O'shea, N West
Proceedings of the GNU radio conference 1 (1), 2016
7182016
Deep Architectures for Modulation Recognition
NE West, TJ O'Shea
IEEE International Symposium on Dynamic Spectrum Access Networks, 2017
5902017
Applications of machine learning to cognitive radio networks
C Clancy, J Hecker, E Stuntebeck, T O'Shea
Wireless Communications, IEEE 14 (4), 47-52, 2007
4772007
Learning to communicate: channel auto-encoders, domain specific regularizers, and attention
TJ O'Shea, K Karra, TC Clancy
2016 IEEE International Symposium on Signal Processing and Information …, 2016
3432016
Deep learning based MIMO communications
TJ O'Shea, T Erpek, TC Clancy
arXiv preprint arXiv:1707.07980, 2017
3212017
Deep learning for wireless communications
T Erpek, TJ O’Shea, YE Sagduyu, Y Shi, TC Clancy
Development and Analysis of Deep Learning Architectures, 223-266, 2020
1722020
Approximating the void: Learning stochastic channel models from observation with variational generative adversarial networks
TJ O’Shea, T Roy, N West
2019 International Conference on Computing, Networking and Communications …, 2019
1592019
Physical layer communications system design over-the-air using adversarial networks
TJ O'Shea, T Roy, N West, BC Hilburn
2018 26th European Signal Processing Conference (EUSIPCO), 529-532, 2018
1312018
Processing of communications signals using machine learning
TJ O'shea, TC Clancy III
US Patent 11,032,014, 2021
1302021
Unsupervised representation learning of structured radio communication signals
TJ O'Shea, J Corgan, TC Clancy
2016 First International Workshop on Sensing, Processing and Learning for …, 2016
1212016
Radio transformer networks: Attention models for learning to synchronize in wireless systems
TJ O'Shea, L Pemula, D Batra, TC Clancy
2016 50th Asilomar Conference on Signals, Systems and Computers, 662-666, 2016
1052016
Physical layer deep learning of encodings for the MIMO fading channel
TJ O'Shea, T Erpek, TC Clancy
2017 55th Annual Allerton Conference on Communication, Control, and …, 2017
1042017
Recurrent neural radio anomaly detection
TJ O'Shea, TC Clancy, RW McGwier
arXiv preprint arXiv:1611.00301, 2016
1042016
Processing of communications signals using machine learning
TJ O'shea, TC Clancy III
US Patent 10,396,919, 2019
992019
Semi-supervised radio signal identification
TJ O'Shea, N West, M Vondal, TC Clancy
2017 19th International Conference on Advanced Communication Technology …, 2017
912017
Encoding and decoding of information for wireless transmission using multi-antenna transceivers
TJ O'shea, T Erpek
US Patent 10,305,553, 2019
822019
Radio frequency band segmentation, signal detection and labelling using machine learning
N West, T Roy, TJ OShea, B Hilburn
US Patent App. 16/676,229, 2020
812020
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