Quantum Computing: Quantum circuit design and optimization, noise mitigation for NISQ devices, and differential privacy for secure and privacy-preserving quantum computing.
Quantum Machine Learning: Quantum Neural Networks (QNNs), Quantum Federated Learning (QFL), and secure and privacy-preserving quantum learning.
AI & Wireless Communications: Federated Learning (FL) and Quantum Federated Learning (QFL) for intelligent wireless networks, with a focus on distributed learning, resource optimization, privacy, and security in next-generation wireless systems.