2 papers
quant-ph2026
Certifying Adversarial Robustness of Quantum Classifiers under Known-Readout Query Access
Ji Guan, Mingyu Huang
A quantum classifier assigns labels by evolving an input quantum state and measuring the output, so repeated executions reveal only a distribution over labels. We study certified a…
quant-ph2025
Approximation Methods for Simulation and Equivalence Checking of Noisy Quantum Circuits
Mingyu Huang, Ji Guan, Wang Fang +1
In the current NISQ (Noisy Intermediate-Scale Quantum) era, simulating and verifying noisy quantum circuits is crucial but faces challenges such as quantum state explosion and comp…