5 papers
PRPO: Paragraph-level Policy Optimization for Vision-Language Deepfake Detection
Tuan Nguyen, Naseem Khan, Khang Tran +2
The rapid rise of synthetic media has made deepfake detection a critical challenge for online safety and trust. Progress remains constrained by the scarcity of large, high-quality…
Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems
Naseem Khan, Tuan Nguyen, Amine Bermak +1
The rapid advancement of Generative Artificial Intelligence has fueled deepfake proliferation-synthetic media encompassing fully generated content and subtly edited authentic mater…
Adaptive Malware Detection using Sequential Feature Selection: A Dueling Double Deep Q-Network (D3QN) Framework for Intelligent Classification
Naseem Khan, Aref Y. Al-Tamimi, Amine Bermak +1
Traditional malware detection methods exhibit computational inefficiency due to exhaustive feature extraction requirements, creating accuracy-efficiency trade-offs that limit real-…
CAMME: Adaptive Deepfake Image Detection with Multi-Modal Cross-Attention
Naseem Khan, Tuan Nguyen, Amine Bermak +1
The proliferation of sophisticated AI-generated deepfakes poses critical challenges for digital media authentication and societal security. While existing detection methods perform…
CapsFake: A Multimodal Capsule Network for Detecting Instruction-Guided Deepfakes
Tuan Nguyen, Naseem Khan, Issa Khalil
The rapid evolution of deepfake technology, particularly in instruction-guided image editing, threatens the integrity of digital images by enabling subtle, context-aware manipulati…