Data · dataset · 2024
Data repository for "Minimial-Risk Training Samples for QNN Training from Measurements"
Listed in DaRUS
Replication code and experiment result data for training Quantum Neural Networks with entangled data using one-dimensional projectors as observables.
Description
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 Schmidt rank with fixed vector as Schmidt basis state.
Varies the associated Schmidt coefficient. - exp_inf_random.py: Trains QNNs using random training data. Experiment results: - exp_inf_coeffvariation.zip and exp_inf_random.zip contain the raw experiment results for both experiments. - For each combination of controlled variables there is one directory containing the result of all 20 runs of the training process. - The results for each run are comprised of 3 files: - [id]_losses.npy: The loss during the training process - [id]_params.npy: The parameters of the QNN after the training process. - [id]_V.npy: The trained QNN exported as a 2^4
Read the rest (1 more)
- 2^4 unitary matrix. Analysis of data (data_extraction.py): - Computes means and standard deviation of various risk measures and saves the results Plots (plot_obs_risk.py): - Plots the risk w.r.t. the observable for both experiments based on the analysed data obtained from data_extraction.py. - Generates plot_coeffvariation.pdf and plot_random.pdf.
Links
Where it is published
- Dataverse dataset page darus.uni-stuttgart.de/dataset.xhtml?persistentId=doi%3A10.18419%2FDARUS-4113 ↗
landing page · from darus uni stuttgart de
- DOI doi.org/10.18419/darus-4113 ↗
DOI / persistent id · from darus uni stuttgart de
Catalogue records · 1
- Dataverse API darus.uni-stuttgart.de/api/datasets/:persistentId/?persistentId=doi%3A10.18419%2FDARU… ↗
metadata API · from darus uni stuttgart de
Topics
- Stated by source
- Computer and Information Science
- From keywords
- Physics
- Inferred from text
- Theory of computation 73%
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DaRUS | doi:10.18419/DARUS-4113 | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4613 | enrichment · darus uni stuttgart de | taxonomy-embedding@1.1.0 | title+keywords+description (73%) |
| concepts[field].dataverse_subject:computer-and-information-science | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[field].local:field:physics | mapping · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| created_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| description | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /description |
| publication_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| title | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /name |
| updated_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| version_label | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 |