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Reinforcement Learning for Dynamic Resource Optimization in 5G Radio Access Network Slicing

Sep 14, 2020
Yi Shi, Yalin E. Sagduyu, Tugba Erpek


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Multi-View Fusion of Sensor Data for Improved Perception and Prediction in Autonomous Driving

Aug 27, 2020
Sudeep Fadadu, Shreyash Pandey, Darshan Hegde, Yi Shi, Fang-Chieh Chou, Nemanja Djuric, Carlos Vallespi-Gonzalez


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Unsupervised Learning of Global Registration of Temporal Sequence of Point Clouds

Jun 17, 2020
Lingjing Wang, Yi Shi, Xiang Li, Yi Fang


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Deep Learning for Wireless Communications

May 12, 2020
Tugba Erpek, Timothy J. O'Shea, Yalin E. Sagduyu, Yi Shi, T. Charles Clancy


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When Wireless Security Meets Machine Learning: Motivation, Challenges, and Research Directions

Jan 24, 2020
Yalin E. Sagduyu, Yi Shi, Tugba Erpek, William Headley, Bryse Flowers, George Stantchev, Zhuo Lu


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Adversarial Deep Learning for Over-the-Air Spectrum Poisoning Attacks

Nov 01, 2019
Yalin E. Sagduyu, Yi Shi, Tugba Erpek

* Accepted to IEEE Transactions on Mobile Computing. arXiv admin note: text overlap with arXiv:1901.09247 

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QoS and Jamming-Aware Wireless Networking Using Deep Reinforcement Learning

Oct 13, 2019
Nof Abuzainab, Tugba Erpek, Kemal Davaslioglu, Yalin E. Sagduyu, Yi Shi, Sharon J. Mackey, Mitesh Patel, Frank Panettieri, Muhammad A. Qureshi, Volkan Isler, Aylin Yener


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Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments

Sep 25, 2019
Yi Shi, Kemal Davaslioglu, Yalin E. Sagduyu, William C. Headley, Michael Fowler, Gilbert Green

* Accepted to IEEE International Symposium on Dynamic Spectrum Access Networks (DYSPAN) 2019 

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IoT Network Security from the Perspective of Adversarial Deep Learning

May 31, 2019
Yalin E. Sagduyu, Yi Shi, Tugba Erpek


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Generative Adversarial Network for Wireless Signal Spoofing

May 07, 2019
Yi Shi, Kemal Davaslioglu, Yalin E. Sagduyu


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Spectrum Data Poisoning with Adversarial Deep Learning

Jan 26, 2019
Yi Shi, Tugba Erpek, Yalin E. Sagduyu, Jason H. Li


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Generative Adversarial Networks for Black-Box API Attacks with Limited Training Data

Jan 25, 2019
Yi Shi, Yalin E. Sagduyu, Kemal Davaslioglu, Jason H. Li


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Active Deep Learning Attacks under Strict Rate Limitations for Online API Calls

Nov 05, 2018
Yi Shi, Yalin E. Sagduyu, Kemal Davaslioglu, Jason H. Li

* Presented at 2018 IEEE International Symposium on Technologies for Homeland Security (HST) on October 23 2018. Received the Best Paper Award in Cyber Security Track 

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Deep Learning for Launching and Mitigating Wireless Jamming Attacks

Jul 03, 2018
Tugba Erpek, Yalin E. Sagduyu, Yi Shi


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Deep Supervised Hashing with Triplet Labels

Dec 12, 2016
Xiaofang Wang, Yi Shi, Kris M. Kitani

* Appear in ACCV 2016 

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