Browsing Computer Science & Engineering by Author "Janjua, Muhammad Umar"
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Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning
Ilahi, Inaam; Usama, Muhammad; Qadir, Junaid; Janjua, Muhammad Umar; Al-Fuqaha, Ala; Hoang, Dinh Thai; Niyato, Dusit... more authors ... less authors ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Article)Deep reinforcement learning (DRL) has numerous applications in the real world, thanks to its ability to achieve high performance in a range of environments with little manual oversight. Despite its great advantages, DRL ... -
Making federated learning robust to adversarial attacks by learning data and model association
Qayyum, Adnan; Janjua, Muhammad Umar; Qadir, Junaid ( Elsevier , 2022 , Article)One of the key challenges in federated learning (FL) is the detection of malicious parameter updates. In a typical FL setup, the presence of malicious client(s) can potentially demolish the overall training of the shared ...