Muhammad Usama

Most-cited papers

Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning
Inaam Ilahi, Muhammad Usama, Junaid Qadir, M. Janjua +3 more
2020IEEE Transactions on Artificial Intelligence205 citations Open access
Semantic Scholar
Speech Technology for Healthcare: Opportunities, Challenges, and State of the Art
S. Latif, Junaid Qadir, A. Qayyum, Muhammad Usama +1 more
2020IEEE Reviews in Biomedical Engineering163 citations
Semantic Scholar
Generative Adversarial Networks For Launching and Thwarting Adversarial Attacks on Network Intrusion Detection Systems
Muhammad Usama, Muhammad Asim, S. Latif, Junaid Qadir +1 more
20192019 15th International Wireless Communications & Mobile Computing Conference (IWCMC)157 citations
Semantic Scholar
Transformers in Speech Processing: A Survey
S. Latif, Aun Zaidi, H. Cuayáhuitl, Fahad Shamshad +3 more
2023arXiv.org88 citations Open access
Semantic Scholar
Sparks of Large Audio Models: A Survey and Outlook
S. Latif, Moazzam Shoukat, Fahad Shamshad, Muhammad Usama +7 more
2023arXiv.org71 citations Open access
Semantic Scholar
Securing Machine Learning in the Cloud: A Systematic Review of Cloud Machine Learning Security
A. Qayyum, Aneeqa Ijaz, Muhammad Usama, Waleed Iqbal +3 more
2020Frontiers in Big Data59 citations Open access
Semantic Scholar
Black-box Adversarial Machine Learning Attack on Network Traffic Classification
Muhammad Usama, A. Qayyum, Junaid Qadir, Ala Al-Fuqaha
20192019 15th International Wireless Communications & Mobile Computing Conference (IWCMC)43 citations
Semantic Scholar
Examining Machine Learning for 5G and Beyond Through an Adversarial Lens
Muhammad Usama, Inaam Ilahi, Junaid Qadir, Rupendra Nath Mitra +1 more
2020IEEE Internet Computing37 citations Open access
Semantic Scholar
Caveat Emptor: The Risks of Using Big Data for Human Development
S. Latif, A. Qayyum, Muhammad Usama, Junaid Qadir +2 more
2019IEEE technology & society magazine31 citations Open access
Semantic Scholar
AI-Based Emotion Recognition: Promise, Peril, and Prescriptions for Prosocial Path
S. Latif, Hafiz Shehbaz Ali, Muhammad Usama, R. Rana +2 more
2022arXiv.org28 citations Open access
Semantic Scholar
LoRaDRL: Deep Reinforcement Learning Based Adaptive PHY Layer Transmission Parameters Selection for LoRaWAN
Inaam Ilahi, Muhammad Usama, M. Farooq, Muhammad Umar Janjua +1 more
2020IEEE Conference on Local Computer Networks26 citations
Semantic Scholar
A First Look at COVID-19 Messages on WhatsApp in Pakistan
R. T. Javed, M. Shuja, Muhammad Usama, Junaid Qadir +4 more
2020International Conference on Advances in Social Networks Analysis and Mining25 citations Open access
Semantic Scholar
Intelligent Resource Allocation in Dense LoRa Networks using Deep Reinforcement Learning
Inaam Ilahi, Muhammad Usama, M. Farooq, M. Janjua +1 more
2020arXiv.org24 citations
Semantic Scholar
Can Large Language Models Aid in Annotating Speech Emotional Data? Uncovering New Frontiers [Research Frontier]
S. Latif, Muhammad Usama, Muhammad Ibrahim Malik, Björn W. Schuller
2023IEEE Computational Intelligence Magazine23 citations
Semantic Scholar
The Adversarial Machine Learning Conundrum: Can the Insecurity of ML Become the Achilles' Heel of Cognitive Networks?
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha, M. Hamdi
2019IEEE Network23 citations Open access
Semantic Scholar
A deep dive into COVID-19-related messages on WhatsApp in Pakistan
R. T. Javed, Muhammad Usama, Waleed Iqbal, Junaid Qadir +3 more
2021Social Network Analysis and Mining22 citations Open access
Semantic Scholar
Adversarial Attacks on Cognitive Self-Organizing Networks: The Challenge and the Way Forward
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha
20182018 IEEE 43rd Conference on Local Computer Networks Workshops (LCN Workshops)22 citations Open access
Semantic Scholar
Fake visual content detection using two-stream convolutional neural networks
B. Yousaf, Muhammad Usama, Waqas Sultani, Arif Mahmood +1 more
2021Neural computing & applications (Print)20 citations Open access
Semantic Scholar
Artificial Intelligence as an Enabler for Cognitive Self-Organizing Future Networks
S. Latif, Farrukh Pervez, Muhammad Usama, Junaid Qadir
2017arXiv.org17 citations
Semantic Scholar
Adversarial Machine Learning Attack on Modulation Classification
Muhammad Usama, Muhammad Asim, Junaid Qadir, Ala Al-Fuqaha +1 more
2019UK/China Emerging Technologies16 citations Open access
Semantic Scholar
Transformers in speech processing: Overcoming challenges and paving the future
S. Latif, Syed Aun Muhammad Zaidi, Heriberto Cuaya´huitl, Fahad Shamshad +3 more
2025Computer Science Review14 citations
Semantic Scholar
Emotions Beyond Words: Non-Speech Audio Emotion Recognition With Edge Computing
Ibrahim Malik, S. Latif, Sanaullah Manzoor, Muhammad Usama +2 more
2023arXiv.org11 citations Open access
Semantic Scholar
On Analyzing Self-Driving Networks: A Systems Thinking Approach
Touseef Yaqoob, Muhammad Usama, Junaid Qadir, Gareth Tyson
2018SelfDN@SIGCOMM9 citations Open access
Semantic Scholar
Adversarial ML Attack on Self Organizing Cellular Networks
S. Farooq, Muhammad Usama, Junaid Qadir, M. Imran
2019UK/China Emerging Technologies5 citations Open access
Semantic Scholar
Black-box Adversarial ML Attack on Modulation Classification
Muhammad Usama, Junaid Qadir, Ala Al-Fuqaha
2019arXiv.org5 citations
Semantic Scholar
Breaking Barriers: Can Multilingual Foundation Models Bridge the Gap in Cross-Language Speech Emotion Recognition?
Moazzam Shoukat, Muhammad Usama, Hafiz Shehbaz Ali, S. Latif
2023International Conference on Social Networks Analysis, Management and Security4 citations
Semantic Scholar
Securing Machine Learning (ML) in the Cloud:A Systematic Review of Cloud ML Security
A. Qayyum, Ijaz Aneeqa, Muhammad Usama, Waleed Iqbal +3 more
20202 citations
Semantic Scholar
Approximate Networking for Universal Internet Access
Junaid Qadir, A. Sathiaseelan, Umar Bin Farooq, Muhammad Usama +2 more
2017Future Internet2 citations Open access
Semantic Scholar
Beyond Adjacent Layers: Graph-Guided Layer Fusion for Compressing Large Language Models
Muhammad Usama, Ye-Sung Jung
20260 citations
Semantic Scholar
Evidential Multimodal Transformers With Dempster-Shafer Fusion for Emotion Recognition
Muhammad Usama, Ye-Sung Jung
2026IEEE Transactions on Affective Computing0 citations Open access
Semantic Scholar