Publications

40th International Conference on Information Networking (ICOIN)

A conceptual design and analysis of a quantum barrage relay network utilizing teleportation for high-speed, secure communication. (Core B Conference)

Future Generation Computer Systems

Pioneering work on a continuous QFL framework that uses chained models for enhanced efficiency and resource optimization. (Q1, Core A Journal)

IEEE Transactions on Network and Service Management

Comprehensive study and implementation of QFL architectures optimized for low-latency, high-security Metaverse requirements.

IEEE Transactions on Artificial Intelligence

Designing a novel weighted personalization strategy for QFL to improve model accuracy and fairness across heterogeneous client data distributions. (Q1 Journal)

Arxiv

A submission detailing a privacy-focused QFL approach optimized by the server for vehicular networks (V2X). (Submitted to A* Journal)

Arxiv

Proposing a multi-layered privacy design utilizing various cryptographic protocols to enhance trust and security in QFL scaling. (Submitted to A* Journal)

Arxiv

Introduction of a multilayer security framework (QuantumShield) to fortify QFL systems against various cyber and quantum threats. (Submitted to A* Journal)

Arxiv

Designing a secure QFL model optimized for the unique constraints and latency challenges of Low Earth Orbit (LEO) satellite networks. (Submitted to Core A* Journal)

Not Available Publicly

A new hierarchical and clustered approach to personalized QFL, improving efficiency and relevance for large, diverse client pools. (Under Review)

Arxiv

Exploring model distillation techniques to efficiently integrate Large Language Models (LLMs) within a QFL architecture. (Under Review)

Arxiv (Not Updated)

A detailed survey and critical analysis of the current state, open challenges, and future directions of Quantum Federated Learning. (Under Review)

Arxiv

A quantum-enhanced federated learning system designed specifically for orbital mechanics and satellite data processing. (Under Revision)

Computer Networks

Evaluation of integrating Post-Quantum Cryptography (PQC) with Blockchain-based Federated Learning to ensure long-term security. (Q1, Core A Journal)

Proceedings of the 8th Asia-Pacific Workshop on Networking (APNet '24)

Foundational design and analysis of personalized model training within a Quantum Federated Learning framework.

Arxiv

Developing an adaptive, model-driven QFL framework to significantly enhance communication efficiency, crucial for network constraints. (Under Major Revision, Core A*)

11th International Conference on Learning Representations (ICLR) Tiny Papers

Proof-of-concept demonstrating a robust and secure communication model tailored specifically for quantum-enabled federated environments. (ICLR Core A* Tiny Paper)