Timothy J. O'Shea

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 41

Top Topics

Recurrent Neural Networks

Wireless Communication

Anomaly Detection

Top Venues

Publications

Cemil Vahapoglu, Timothy J. O'Shea, Tamoghna Roy, Sennur Ulukus
Deep Learning Based Joint Multi-User MISO Power Allocation and Beamforming Design. CoRR (2024)
Padmaksha Roy, Himanshu Singhal, Timothy J. O'Shea, Ming Jin
Latent Space Correlation-Aware Autoencoder for Anomaly Detection in Skewed Data. PAKDD (1) (2024)
Cemil Vahapoglu, Timothy J. O'Shea, Tamoghna Roy, Sennur Ulukus
Deep Learning Based Uplink Multi-User SIMO Beamforming Design. CoRR (2023)
Xinliang Zhang, Mojtaba Vaezi, Timothy J. O'Shea
SVD-Embedded Deep Autoencoder for MIMO Communications. ICC (2022)
Blake Barnes-Cook, Timothy J. O'Shea
Scalable Wireless Anomaly Detection with Generative-LSTMs on RF Post-Detection Metadata. WCNC (2022)
Jinxiang Song, Christian Häger, Jochen Schröder, Timothy J. O'Shea, Erik Agrell, Henk Wymeersch
Benchmarking and Interpreting End-to-End Learning of MIMO and Multi-User Communication. IEEE Trans. Wirel. Commun. 21 (9) (2022)
Jinxiang Song, Christian Häger, Jochen Schröder, Timothy J. O'Shea, Erik Agrell, Henk Wymeersch
Benchmarking and Interpreting End-to-end Learning of MIMO and Multi-User Communication. CoRR (2022)
Nathan E. West, Timothy J. O'Shea, Tamoghna Roy
A Wideband Signal Recognition Dataset. SPAWC (2021)
Xinliang Zhang, Mojtaba Vaezi, Timothy J. O'Shea
SVD-Embedded Deep Autoencoder for MIMO Communications. CoRR (2021)
Tugba Erpek, Timothy J. O'Shea, Yalin E. Sagduyu, Yi Shi, T. Charles Clancy
Deep Learning for Wireless Communications. CoRR (2020)
Timothy J. O'Shea, Tamoghna Roy, Nathan E. West
Approximating the Void: Learning Stochastic Channel Models from Observation with Variational Generative Adversarial Networks. ICNC (2019)
Timothy J. O'Shea, Tamoghna Roy, Nathan E. West, Benjamin C. Hilburn
Physical Layer Communications System Design Over-the-Air Using Adversarial Networks. EUSIPCO (2018)
Timothy J. O'Shea, Tamoghna Roy, Nathan E. West, Benjamin C. Hilburn
Physical Layer Communications System Design Over-the-Air Using Adversarial Networks. CoRR (2018)
Timothy J. O'Shea, Tamoghna Roy, T. Charles Clancy
Over-the-Air Deep Learning Based Radio Signal Classification. IEEE J. Sel. Top. Signal Process. 12 (1) (2018)
Tugba Erpek, Timothy J. O'Shea, T. Charles Clancy
Learning a Physical Layer Scheme for the MIMO Interference Channel. ICC (2018)
Timothy J. O'Shea, Tamoghna Roy, Nathan E. West
Approximating the Void: Learning Stochastic Channel Models from Observation with Variational Generative Adversarial Networks. CoRR (2018)
Timothy J. O'Shea, Tamoghna Roy, Nathan E. West, Benjamin C. Hilburn
Demonstrating Deep Learning Based Communications Systems Over the Air In Practice. DySPAN (2018)
Timothy J. O'Shea, Tamoghna Roy, T. Charles Clancy
Over the Air Deep Learning Based Radio Signal Classification. CoRR (2017)
Timothy J. O'Shea, Jakob Hoydis
An Introduction to Machine Learning Communications Systems. CoRR (2017)
Timothy J. O'Shea, Tamoghna Roy, Tugba Erpek
Spectral detection and localization of radio events with learned convolutional neural features. EUSIPCO (2017)
Nathan E. West, Timothy J. O'Shea
Deep architectures for modulation recognition. DySPAN (2017)
Timothy J. O'Shea, Kiran Karra, T. Charles Clancy
Learning Approximate Neural Estimators for Wireless Channel State Information. CoRR (2017)
Timothy J. O'Shea, Jakob Hoydis
An Introduction to Deep Learning for the Physical Layer. IEEE Trans. Cogn. Commun. Netw. 3 (4) (2017)
Timothy J. O'Shea, Tugba Erpek, T. Charles Clancy
Deep Learning Based MIMO Communications. CoRR (2017)
Nathan E. West, Timothy J. O'Shea
Deep Architectures for Modulation Recognition. CoRR (2017)
Timothy J. O'Shea, Tugba Erpek, T. Charles Clancy
Physical layer deep learning of encodings for the MIMO fading channel. Allerton (2017)
Timothy J. O'Shea, Kiran Karra, T. Charles Clancy
Learning to Communicate: Channel Auto-encoders, Domain Specific Regularizers, and Attention. CoRR (2016)
Timothy J. O'Shea, T. Charles Clancy
Deep Reinforcement Learning Radio Control and Signal Detection with KeRLym, a Gym RL Agent. CoRR (2016)
Timothy J. O'Shea, Seth D. Hitefield, Johnathan Corgan
End-to-end radio traffic sequence recognition with recurrent neural networks. GlobalSIP (2016)
Timothy J. O'Shea, Adam Mondl, T. Charles Clancy
A Modest Proposal for Open Market Risk Assessment to Solve the Cyber-Security Problem. CoRR (2016)
Timothy J. O'Shea, Johnathan Corgan
Convolutional Radio Modulation Recognition Networks. CoRR (2016)
Timothy J. O'Shea, Kiran Karra
GNU Radio Signal Processing Models for Dynamic Multi-User Burst Modems. CoRR (2016)
Timothy J. O'Shea, Johnathan Corgan, T. Charles Clancy
Unsupervised representation learning of structured radio communication signals. SPLINE (2016)
Timothy J. O'Shea, Latha Pemula, Dhruv Batra, T. Charles Clancy
Radio Transformer Networks: Attention Models for Learning to Synchronize in Wireless Systems. CoRR (2016)
Timothy J. O'Shea, Kiran Karra, T. Charles Clancy
Learning to communicate: Channel auto-encoders, domain specific regularizers, and attention. ISSPIT (2016)
Timothy J. O'Shea, Seth D. Hitefield, Johnathan Corgan
End-to-End Radio Traffic Sequence Recognition with Deep Recurrent Neural Networks. CoRR (2016)
Timothy J. O'Shea, Johnathan Corgan, T. Charles Clancy
Convolutional Radio Modulation Recognition Networks. EANN (2016)
Timothy J. O'Shea, Latha Pemula, Dhruv Batra, T. Charles Clancy
Radio transformer networks: Attention models for learning to synchronize in wireless systems. ACSSC (2016)
Timothy J. O'Shea, Nathan E. West, Matthew Vondal, T. Charles Clancy
Semi-Supervised Radio Signal Identification. CoRR (2016)
Timothy J. O'Shea, T. Charles Clancy, Robert W. McGwier
Recurrent Neural Radio Anomaly Detection. CoRR (2016)
Timothy J. O'Shea, Johnathan Corgan, T. Charles Clancy
Unsupervised Representation Learning of Structured Radio Communication Signals. CoRR (2016)
Seth D. Hitefield, Vieny Nguyen, C. Carlson, Timothy J. O'Shea, T. Charles Clancy
Demonstrated LLC-layer attack and defense strategies for wireless communication systems. CNS (2014)
C. Carlson, Vieny Nguyen, Seth D. Hitefield, Timothy J. O'Shea, T. Charles Clancy
Measuring smart jammer strategy efficacy over the air. CNS (2014)
Charles Clancy, Joe Hecker, Erich P. Stuntebeck, Timothy J. O'Shea
Applications of Machine Learning to Cognitive Radio Networks. IEEE Wirel. Commun. 14 (4) (2007)