quantum-phase-detection-annni - v2.0.0

- Jupyter Notebook
Published by SaverioMonaco about 1 year ago

quantum-phase-detection-annni - Quantum Phase Detection ANNNI Latest

Code used in the paper "Quantum phase detection generalisation from marginal quantum neural network models".

Main functionalities:

• Variational Quantum Eigensolver class for standard Ising Chain model and Ising Chain ANNNI model;
• Quantum Anomaly Detection class;
• Quantum Convolutional Neural Network class.

What is new - Now on Read The Docs: https://cern-qpd-annni.readthedocs.io/en/latest/ - Re-organized the structure of the classes, now every class has a .show method (or similar) in order to display the results instead of importing the visualization.py library; - Added various plot function to inspect the fidelity of the VQE states; - Added the function for predicting the phase-transition lines of the QCNN classifier.

Thanks to @SaverioMonaco and @orielkiss for their contributions to this release.

What's Changed

• Readthedocs docs hotfixes by @marcorossi5 in https://github.com/CERN-IT-INNOVATION/Quantum-Phase-Detection-ANNNI/pull/17
• Small fixes to docs by @marcorossi5 in https://github.com/CERN-IT-INNOVATION/Quantum-Phase-Detection-ANNNI/pull/18
• Restructured, added predicted transition line of the QCNN by @SaverioMonaco in https://github.com/CERN-IT-INNOVATION/Quantum-Phase-Detection-ANNNI/pull/19

New Contributors

• @marcorossi5 made their first contribution in https://github.com/CERN-IT-INNOVATION/Quantum-Phase-Detection-ANNNI/pull/17

Full Changelog: https://github.com/CERN-IT-INNOVATION/Quantum-Phase-Detection-ANNNI/compare/v1.0.0...v1.1.0

- Jupyter Notebook
Published by SaverioMonaco about 3 years ago

quantum-phase-detection-annni - Quantum Phase Detection ANNNI

Code used in the paper "Quantum phase detection generalisation from marginal quantum neural network models".

Main functionalities:

• Variational Quantum Eigensolver class for standard Ising Chain model and Ising Chain ANNNI model;
• Quantum Anomaly Detection class;
• Quantum Convolutional Neural Network class.

Thanks to @SaverioMonaco and @orielkiss for their contributions to this release.

- Jupyter Notebook
Published by SaverioMonaco over 3 years ago