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Found 5 papers, 2 papers with code
Quantum Next Generation Reservoir Computing: An Efficient Quantum Algorithm for Forecasting Quantum Dynamics
This is in contrast to the conventional application of reservoir computing that concentrates on the prediction of the dynamics of observables.
Quantum diffusion map for nonlinear dimensionality reduction
Inspired by random walk on graphs, diffusion map (DM) is a class of unsupervised machine learning that offers automatic identification of low-dimensional data structure hidden in a high-dimensional dataset.
Fermion Sampling: a robust quantum computational advantage scheme using fermionic linear optics and magic input states
Based on this, we propose a quantum advantage scheme which is a fermionic analogue of Boson Sampling: Fermion Sampling with magic input states.
Quantum Physics Mathematical Physics Mathematical Physics
Quantum supremacy and quantum phase transitions
Demonstrating the ability of existing quantum platforms to perform certain computational tasks intractable to classical computers represents a cornerstone in quantum computing.
Quantum Physics Disordered Systems and Neural Networks Quantum Gases Statistical Mechanics
Optimal verification of stabilizer states
First, we provide a lower bound on the sample complexity of any verification protocol based on separable measurements, which is independent of the number of qubits and the specific stabilizer state.
Quantum Physics
