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Tim O'Shea
Tim O'Shea
CTO, 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
17772017
Convolutional Radio Modulation Recognition Networks
TJ O'Shea, J Corgan, TC Clancy
Engineering Applications of Neural Networks: 17th International Conference …, 2016
8372016
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
7052018
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
4232007
Radio machine learning dataset generation with gnu radio
TJ O'shea, N West
Proceedings of the GNU Radio Conference 1 (1), 2016
3202016
Deep Architectures for Modulation Recognition
NE West, TJ O'Shea
IEEE International Symposium on Dynamic Spectrum Access Networks, 2017
3092017
Deep learning based MIMO communications
TJ O'Shea, T Erpek, TC Clancy
arXiv preprint arXiv:1707.07980, 2017
2132017
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
2012016
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
902018
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
822016
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
812019
Recurrent neural radio anomaly detection
TJ O'Shea, TC Clancy, RW McGwier
arXiv preprint arXiv:1611.00301, 2016
742016
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
712016
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
642017
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
632020
Semi-supervised radio signal identification
TJ O'Shea, N West, M Vondal, TC Clancy
2017 19th International Conference on Advanced Communication Technology …, 2017
582017
Practical signal detection and classification in gnu radio
TJ O’shea, TC Clancy, HJ Ebeid
SDR forum technical conference (SDR), 2007
582007
Learning approximate neural estimators for wireless channel state information
T O'Shea, K Karra, TC Clancy
2017 IEEE 27th international workshop on machine learning for signal …, 2017
492017
SIMD programming in GNURadio: Maintainable and user-friendly algorithm optimization with VOLK
T Rondeau, N McCarthy, T O’Shea
Conference on Communications Technologies and Software Defined Radio (SDR’12 …, 2012
402012
Architecture for an open-source cognitive radio
E Stuntebeck, T O’Shea, J Hecker, T Clancy
Proceedings of the SDR forum technical conference, 2006
392006
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Articles 1–20