Numerical_Simulations

Description for this folder:

dataset:

We provide three datasets in this folder, including the medical dataset, the MNIST dataset, and the Fashion MNIST dataset.

quantum_neural_network_simulation_code:

We provide numerical simulations of benchmarking two encoding strategies (Sec. SI. A3).

data:

The output of the above simulations.

plot:

The notebook file for visualizing the data, which is exhibited in Fig.S2, Fig.S3, Fig.S4, and Fig.S5.

demo_for_quantum_adversarial_learning:

We provide a step-by-step numerical simulation of the quantum adversarial learning procedure (We mention that the quantum adversarial learning in our work is implemented on superconducting platforms, and the experimental data is provided in the Experimental_Data folder).