Mohammad A. Al Khaldy, Ahmad Nabot, Ahmad al-Qerem, Issam Jebreen, Abdulbasit A. Darem, Asma A. Alhashmi, Mohammad Alauthman, Amjad Aldweesh. "Adaptive conflict resolution for IoT transactions: A reinforcement learning-based hybrid validation protocol." Scientific Reports, 2025. doi:10.1038/s41598-025-09698-1