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Fake Visual Content Detection Using Two-Stream Convolutional Neural Networks


Jan 03, 2021
Bilal Yousaf, Muhammad Usama, Waqas Sultani, Arif Mahmood, Junaid Qadir


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Intelligent Resource Allocation in Dense LoRa Networks using Deep Reinforcement Learning


Dec 22, 2020
Inaam Ilahi, Muhammad Usama, Muhammad Omer Farooq, Muhammad Umar Janjua, Junaid Qadir

* 11 pages 

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Examining Machine Learning for 5G and Beyond through an Adversarial Lens


Sep 05, 2020
Muhammad Usama, Rupendra Nath Mitra, Inaam Ilahi, Junaid Qadir, Mahesh K. Marina


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Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning


Jan 27, 2020
Inaam Ilahi, Muhammad Usama, Junaid Qadir, Muhammad Umar Janjua, Ala Al-Fuqaha, Dinh Thai Hoang, Dusit Niyato


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Black-box Adversarial ML Attack on Modulation Classification


Aug 01, 2019
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha


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Robotic Navigation using Entropy-Based Exploration


Jun 17, 2019
Muhammad Usama, Dong Eui Chang

* 5 pages 

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Learning-Driven Exploration for Reinforcement Learning


Jun 17, 2019
Muhammad Usama, Dong Eui Chang

* 17 pages 

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The Adversarial Machine Learning Conundrum: Can The Insecurity of ML Become The Achilles' Heel of Cognitive Networks?


Jun 03, 2019
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha, Mounir Hamdi


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Securing Connected & Autonomous Vehicles: Challenges Posed by Adversarial Machine Learning and The Way Forward


May 29, 2019
Adnan Qayyum, Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha


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Towards Robust Neural Networks with Lipschitz Continuity


Nov 22, 2018
Muhammad Usama, Dong Eui Chang


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Adversarial Attacks on Cognitive Self-Organizing Networks: The Challenge and the Way Forward


Sep 26, 2018
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha


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Unsupervised Machine Learning for Networking: Techniques, Applications and Research Challenges


Sep 19, 2017
Muhammad Usama, Junaid Qadir, Aunn Raza, Hunain Arif, Kok-Lim Alvin Yau, Yehia Elkhatib, Amir Hussain, Ala Al-Fuqaha


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