11 citations · 15 across the 16 of their papers we have counts for
Showing 2024 · quant-phShow all
2 papers · 2 filters
quant-ph2024★ 11 cited
Enhancing Quantum Security over Federated Learning via Post-Quantum Cryptography
Pingzhi Li, Tianlong Chen, Junyu Liu
Federated learning (FL) has become one of the standard approaches for deploying machine learning models on edge devices, where private training data are distributed across clients,…
quant-ph2024
Q-Newton: Hybrid Quantum-Classical Scheduling for Accelerating Neural Network Training with Newton's Gradient Descent
Pingzhi Li, Junyu Liu, Hanrui Wang +1
Optimization techniques in deep learning are predominantly led by first-order gradient methodologies, such as SGD. However, neural network training can greatly benefit from the rap…