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Oct 8, 2024 - Quantum Computing @IAAS
Mandl, Alexander; Bechtold, Marvin; Barzen, Johanna; Leymann, Frank, 2024, "Data repository for "Minimial-Risk Training Samples for QNN Training from Measurements"", https://doi.org/10.18419/DARUS-4113, DaRUS, V1
Replication code and experiment result data for training Quantum Neural Networks with entangled data using one-dimensional projectors as observables. This is the version of the code that was used to generate the experiment results in the related publication. Experiments: - exp_inf_coeffvariation.py: Trains QNNs using training samples of varying Sch...
Python Source Code - 24.6 KB - MD5: de37947e29cd064e381011cfc7b1f24d
Collection of various QNN implementations. For the paper the implementation UnitaryParametrization is used.
Python Source Code - 15.3 KB - MD5: 1a8b536beb4f0ff6160a56dbeac17078
Functions for generating training data of various structures.
Python Source Code - 9.8 KB - MD5: 03bb5294f00ed8f2a2cd92b5e22ddb8b
Analyzes raw experiment data to compute means and standard deviation of various metrics.
Python Source Code - 3.7 KB - MD5: 0f05e371ceebb31bc2fb7b37f3c48e65
General experiment code. Trains networks and outputs the trained network.
Python Source Code - 3.4 KB - MD5: c862a47b55ab80158e9e7aeac7656807
Experiment entry point for the experiment in Section 4.2/Figure 1.
ZIP Archive - 490.5 MB - MD5: 8e6970ba91f0895eecbedc441ad7b7be
Raw experiment results for the experiments shown in Figure 1.
Python Source Code - 1.4 KB - MD5: 7955b007d3d6cbdaf5b3bbcab20a81c0
Experiment entry point for the experiment in Section 4.3/Figure 2.
ZIP Archive - 96.7 MB - MD5: 0563f65cfd2bc846aca42515bb09947d
Raw experiment results for the experiments shown in Figure 2.
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