projects
Research projects in quantum cybersecurity, post-quantum cryptography, quantum computing, and AI for quantum systems.
Selected Research Projects
Intelligent Post-Quantum TLS Policy Selection
IEEE GLOBECOM 2026 · Accepted
A security-constrained offline reinforcement learning framework for selecting post-quantum TLS policies under heterogeneous network conditions, evaluated across 12,000 handshakes.
Post-Quantum Cryptography Offline RLInterpretable Modeling of Variational Quantum Algorithms
Quantum Machine Intelligence · Under Review
Hamiltonian- and circuit-aware machine learning for predicting the performance of VQE, QAOA, and ADAPT-VQE before costly optimization, evaluated on 1,242 noisy circuit instances.
CodeEfficient QNNs via Knowledge Distillation
Quantum Machine Learning Project
Classical-to-quantum knowledge distillation for training compact 4-qubit and 8-qubit quantum neural networks. The 4-qubit student achieved 86.10% accuracy, compared with a 65.74% baseline.
CodeQuantum-Secure Image Transmission
IET Quantum Communication · 2025
An entanglement-based E91 QKD framework integrating CHSH eavesdropping detection, chaotic key generation, and image encryption for quantum-secure communication.
Code PaperQuCloud: Quantum-Safe Cloud Storage
Journal of Information Security and Applications · 2026
A multilayer cloud-storage security framework combining quantum key distribution, post-quantum cryptography, and custom proxy re-encryption.
PaperHybrid Quantum-Classical Security
Alexandria Engineering Journal · 2025
A multilayer secure-communication framework integrating quantum key distribution, AES-256 encryption, cryptographic hashing, and deep-learning-based steganography.
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