Author

Dacheng Tao

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Preprint Jul 2026

Stochastic Pauli-path simulator for large-scale quantum optimization

The stochastic Pauli-path simulator (SPPS), a computational framework for large-scale quantum optimization that enables unbiased stochastic gradient estimation via Pauli-path sampling across optimization iterations, is proposed.

Kai-Ning Zhang, Xin-Biao Wang, Kun-Sheng Li et al. · 0 citations

Preprint Aug 2026

Learnable yet not simulable: a quantum resource theory of learning models

A quantitative resource-theoretic framework for delineating the boundary between classical simulation and learning, motivate resource measures linking quantum resources to learnability, and guide the design of learning-based algorithms for scalable quantum systems beyond the reach of direct classical simulation are est...

Xin-Biao Wang, Yuxuan Du, Dacheng Tao · 0 citations