Author

Zhang-Qi Yin

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Preprint Oct 2026

Finite-Size Limits of Adaptive Pauli Prediction

The expectation values of a predetermined set of Pauli observables can be predicted using only a few copies of a quantum state. However, when later observables depend on earlier predictions, how the system size constrains the required number of copies remains unclear. We use classical interactive fingerprinting codes t...

Luo-Fei Wang, Bo-Yu Liu, Zihe Wang et al. · 0 citations

#machine learning Preprint Sep 2026

Coherent Floquet quantum reservoirs for molecular property prediction

Quantum reservoir computing (QRC) uses quantum dynamics to represent input histories for prediction through a trained classical readout. Discrete time crystals (DTCs) exhibit robust subharmonic responses under periodic driving, and previous work has used their dynamics to construct DTC-QRC. Here we construct a DTC-base...

Luo-Fei Wang, Da Zhang, Cong-Ren Wang et al. · 0 citations