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quant-ph2025
Entanglement-induced provable and robust quantum learning advantages
Haimeng Zhao, Dong-Ling Deng
Quantum computing holds unparalleled potentials to enhance machine learning. However, a demonstration of quantum learning advantage has not been achieved so far. We make a step for…
quant-ph2024
Classical Verification of Quantum Learning Advantages with Noises
Yinghao Ma, Jiaxi Su, Dong-Ling Deng
Classical verification of quantum learning allows classical clients to reliably leverage quantum computing advantages by interacting with untrusted quantum servers. Yet, current qu…