5 papers
Challenge-Response Quantum Reinforcement Learning with Application to Quantum-Assisted Authentication
Jawaher Kaldari, Saif Al-Kuwari
Quantum reinforcement learning (QRL) has emerged as a promising research direction that integrates quantum information processing into reinforcement learning frameworks. While many…
AML-QKD: Adaptive Machine Learning Framework for Real-time Parameter Tuning in QKD
Noureldin Mohamed, Jawaher Kaldari, Saif Al-Kuwari
Despite the robust security guarantees of Quantum Key Distribution (QKD), practical deployment is hindered by dynamic channel noise and complex parameter optimization. We propose A…
Quantum Reinforcement Learning: Recent Advances and Future Directions
Jawaher Kaldari, Shehbaz Tariq, Saif Al-Kuwari +3
As quantum machine learning continues to evolve, reinforcement learning stands out as a particularly promising yet underexplored frontier. In this survey, we investigate the recent…
Feature Prediction in Quantum Graph Recurrent Neural Networks with Applications in Information Hiding
Jawaher Kaldari, Saif Al-Kuwari
Graphs are a fundamental representation of complex, nonlinear structured data across various domains, including social networks and quantum systems. Quantum Graph Recurrent Neural…
Hybrid PLS-ML Authentication Scheme for V2I Communication Networks
Hala Amin, Jawaher Kaldari, Nora Mohamed +2
Vehicular communication networks are rapidly emerging as vehicles become smarter. However, these networks are increasingly susceptible to various attacks. The situation is exacerba…