43 citations · 180 across the 26 of their papers we have counts for
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quant-ph2024
VeriQR: A Robustness Verification Tool for Quantum Machine Learning Models
Yanling Lin, Ji Guan, Wang Fang +2
Adversarial noise attacks present a significant threat to quantum machine learning (QML) models, similar to their classical counterparts. This is especially true in the current Noi…
quant-ph2024
Optimal Mechanisms for Quantum Local Differential Privacy
Ji Guan
Centralized differential privacy has been successfully applied to quantum computing and information processing to protect privacy and avoid leaks in the connections between neighbo…
quant-ph2024
Measurement-based Verification of Quantum Markov Chains
Ji Guan, Yuan Feng, Andrea Turrini +1
Model-checking techniques have been extended to analyze quantum programs and communication protocols represented as quantum Markov chains, an extension of classical Markov chains.…