9 citations · 17 across the 9 of their papers we have counts for
11 papers
Scaling Trust in Quantum Federated Learning: A Multi-Protocol Privacy Design
Dev Gurung, Shiva Raj Pokhrel
Quantum Federated Learning (QFL) promises to revolutionize distributed machine learning by combining the computational power of quantum devices with collaborative model training. Y…
Quantum Vanguard: Server Optimized Privacy Fortified Federated Intelligence for Future Vehicles
Dev Gurung, Shiva Raj Pokhrel
This work presents vQFL (vehicular Quantum Federated Learning), a new framework that leverages quantum machine learning techniques to tackle key privacy and security issues in auto…
QuantumShield: Multilayer Fortification for Quantum Federated Learning
Dev Gurung, Shiva Raj Pokhrel
In this paper, we propose a groundbreaking quantum-secure federated learning (QFL) framework designed to safeguard distributed learning systems against the emerging threat of quant…
orb-QFL: Orbital Quantum Federated Learning
Dev Gurung, Shiva Raj Pokhrel
Recent breakthroughs in quantum computing present transformative opportunities for advancing Federated Learning (FL), particularly in non-terrestrial environments characterized by…
sat-QFL: Secure Quantum Federated Learning for Low Orbit Satellites
Dev Gurung, Shiva Raj Pokhrel
Low Earth orbit (LEO) constellations violate core assumptions of standard (quantum) federated learning (FL): client-server connectivity is intermittent, participation is time varyi…
Communication Efficient Adaptive Model-Driven Quantum Federated Learning
Dev Gurung, Shiva Raj Pokhrel
Training with huge datasets and a large number of participating devices leads to bottlenecks in federated learning (FL). Furthermore, the challenges of heterogeneity between multip…
LLM-QFL: Distilling Large Language Model for Quantum Federated Learning
Dev Gurung, Shiva Raj Pokhrel
Inspired by the power of large language models (LLMs), our research adapts them to quantum federated learning (QFL) to boost efficiency and performance. We propose a federated fine…
Performance Analysis and Evaluation of Post Quantum Secure Blockchained Federated Learning
Dev Gurung, Shiva Raj Pokhrel, Gang Li
Post-quantum security is critical in the quantum era. Quantum computers, along with quantum algorithms, make the standard cryptography based on RSA or ECDSA over FL or Blockchain v…
Quantum Federated Learning: Analysis, Design and Implementation Challenges
Dev Gurung, Shiva Raj Pokhrel, Gang Li
Quantum Federated Learning (QFL) has gained significant attention due to quantum computing and machine learning advancements. As the demand for QFL continues to surge, there is a p…
Decentralized Quantum Federated Learning for Metaverse: Analysis, Design and Implementation
Dev Gurung, Shiva Raj Pokhrel, Gang Li
With the emerging developments of the Metaverse, a virtual world where people can interact, socialize, play, and conduct their business, it has become critical to ensure that the u…
Secure Communication Model For Quantum Federated Learning: A Post Quantum Cryptography (PQC) Framework
Dev Gurung, Shiva Raj Pokhrel, Gang Li
We design a model of Post Quantum Cryptography (PQC) Quantum Federated Learning (QFL). We develop a framework with a dynamic server selection and study convergence and security con…