9 citations · 24 across the 13 of their papers we have counts for
4 papers · 1 filter
Black-Box Auditing of Quantum Model: Lifted Differential Privacy with Quantum Canaries
Baobao Song, Shiva Raj Pokhrel, Athanasios V. Vasilakos +2
Quantum machine learning (QML) promises significant computational advantages, yet models trained on sensitive data risk memorizing individual records, creating serious privacy vuln…
Quantum Federated Learning Experiments in the Cloud with Data Encoding
Shiva Raj Pokhrel, Naman Yash, Jonathan Kua +2
Quantum Federated Learning (QFL) is an emerging concept that aims to unfold federated learning (FL) over quantum networks, enabling collaborative quantum model training along with…
Improving Federated Aggregation with Deep Unfolding Networks
Shanika I Nanayakkara, Shiva Raj Pokhrel, Gang Li
The performance of Federated learning (FL) is negatively affected by device differences and statistical characteristics between participating clients. To address this issue, we int…
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…