Publications
2026
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Unsupervised Neural Beamforming for Uplink MU-SIMO in 3GPP-Compliant Wireless Channels
Cemil Vahapoglu, Timothy J. O'Shea, Wan Liu, Tamoghna Roy, Sennur Ulukus
Sensors 26(2):366, 2026
2025
2024
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Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications
Charith Chandra Sai Balne, Sreyoshi Bhaduri, Tamoghna Roy, Vinija Jain, Aman Chadha
arXiv preprint, 2024 · 62 citations
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Deep learning based uplink multi-user SIMO beamforming design
Cemil Vahapoglu, Timothy J. O'Shea, Tamoghna Roy, Sennur Ulukus
IEEE International Conference on Machine Learning for Communications, 2024 · 12 citations
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Deep learning based joint multi-user MISO power allocation and beamforming design
Cemil Vahapoglu, Timothy J. O'Shea, Tamoghna Roy, Sennur Ulukus
MILCOM 2024, 2024 · 8 citations
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Decoding the Diversity: A Review of the Indic AI Research Landscape
Sankalp KJ, Vinija Jain, Sreyoshi Bhaduri, Tamoghna Roy, Aman Chadha
arXiv preprint, 2024 · 5 citations
2021
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A wideband signal recognition dataset
Nathan West, Timothy O'Shea, Tamoghna Roy
2021 IEEE 22nd International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2021 · 21 citations
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Wideband Signal Localization with Spectral Segmentation
Nathan West, Tamoghna Roy, Timothy O'Shea
arXiv preprint, 2021 · 15 citations
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A Semester Like No Other: Use of Natural Language Processing for Novice-Led Analysis on End-of-Semester Responses on Students’ Experience of Changing Learning Environments Due to COVID-19
Sreyoshi Bhaduri, Michelle Soledad, Tamoghna Roy, Homero Murzi, Tamara Knott
2021 ASEE Virtual Annual Conference Content Access, 2021 · 4 citations
2020
2019
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Approximating the void: Learning stochastic channel models from observation with variational generative adversarial networks
Timothy J. O'Shea, Tamoghna Roy, Nathan West
2019 International Conference on Computing, Networking and Communications (ICNC), 2019 · 189 citations
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Generative adversarial radio spectrum networks
Tamoghna Roy, Tim O'Shea, Nathan West
Proceedings of the ACM Workshop on Wireless Security and Machine Learning, 2019 · 21 citations
2018
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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 · 2231 citations
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Physical layer communications system design over-the-air using adversarial networks
Timothy J. O'Shea, Tamoghna Roy, Nathan West, Benjamin C. Hilburn
2018 26th European Signal Processing Conference (EUSIPCO), 2018 · 162 citations
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SigMF: The signal metadata format
Ben Hilburn, Nathan West, Tim O'Shea, Tamoghna Roy
Proceedings of the GNU Radio Conference, 2018 · 34 citations
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Demonstrating deep learning based communications systems over the air in practice
Timothy J. O'Shea, Tamoghna Roy, Nathan West, Benjamin C. Hilburn
2018 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN), 2018 · 13 citations
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Power Measurement Based Code Classification for Programmable Logic Circuits
Tamoghna Roy, A. A. Louis Beex
2018 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT), 2018 · 2 citations
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Non-Wiener Characteristics of LMS Adaptive Equalizers: A Bit Error Rate Perspective
Tamoghna Roy
PhD Dissertation, Virginia Tech, 2018
2017
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Learning robust general radio signal detection using computer vision methods
Tim O'Shea, Tamoghna Roy, T. Charles Clancy
2017 51st Asilomar Conference on Signals, Systems, and Computers, 2017 · 87 citations
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Spectral detection and localization of radio events with learned convolutional neural features
Timothy J. O'Shea, Tamoghna Roy, Tugba Erpek
2017 25th European Signal Processing Conference (EUSIPCO), 2017 · 54 citations
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A word-space visualization approach to study college of engineering mission statements
Sreyoshi Bhaduri, Tamoghna Roy
2017 IEEE Frontiers in Education Conference (FIE), 2017 · 14 citations
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Demonstrating use of natural language processing to compare college of engineering mission statements
Sreyoshi Bhaduri, Tamoghna Roy
2017 ASEE Annual Conference & Exposition, 2017 · 10 citations
2015
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Using Grounded Theory Methodology To Study Online Community Building And Mentorship For Students Seeking Higher Education In US
Sreyoshi Bhaduri, Tamoghna Roy
EDULEARN15, 2015 · 1 citation
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Non-Cooperative Localization Using Differential RSS and Link Loss Parameter Estimation
Tamoghna Roy, A. A. (Louis) Beex
2015 Wireless Innovation Forum Conference on Communications Technologies and Software Defined Radio (WInnComm 2015), 2015
2014
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BER Modeling for Interference Canceling Adaptive NLMS Equalizer
Tamoghna Roy
MS Thesis, Virginia Tech, 2014 · 1 citation
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Location Verification Using Differential Received Signal Strength
Tamoghna Roy, A. A. Louis Beex, Jeffrey H. Reed
FCC SAS Workshop, 2014
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Non Cooperative Localization Under Spatially Correlated Shadowing Using Weighted Differential RSS
Tamoghna Roy, A. A. (Louis) Beex
2014 Wireless Innovation Forum Conference on Communications Technologies and Software Defined Radio (SDR-WInnComm 2014), 2014