quantum convolutional neural network - simulations code by Jonas Landman, PhD Student @ Université Paris Diderot Guidelines: download the whole repository on your computer open the Jupyter Notebook fileQCNN Simulations.ipynb(install from :https://jupyter.readthedocs.io/en/latest/install.html)
Baek et al., "Scalable Quantum Convolutional Neural Networks" Yun et al., "Quantum Multi-Agent Meta Reinforcement Learning" Dependencies 3.9 >= Python >= 3.7 (Python 3.10 may have theconcurrentpackage issue for Qiskit) PyTorch >= 1.8.0 ...
Physically motivated quantum algorithms for specific near-term quantum hardware will likely be the next frontier in quantum information science. Here, we show how many of the features of neural networks for machine learning can naturally be mapped into t
quantum-computingimage-classificationconvolutional-neural-networksquantum-algorithmsquantum-machine-learning UpdatedMar 4, 2023 Python PennyLaneAI/pennylane-lightning Star101 Code Issues Pull requests The Lightning plugin ecosystem provides fast quantum state-vector and tensor network simulators written in C++ for...
Baek et al., "3D Scalable Quantum Convolutional Neural Networks for Point Cloud Data Processing in Classification Applications" Baek et al., "Scalable Quantum Convolutional Neural Networks" Yun et al., "Quantum Multi-Agent Meta Reinforcement Learning"Dependencies3.9...
T. Convolutional neural networks over control flow graphs for software defect prediction. In International Conference on Tools for Artificial Intelligence (ICTAI), Boston, MA, USA (2017). Hanif, H., Nasir, M. H. N. M., Razak, M. F. A., Firdaus, A. & Anuar, N. B. The rise of ...
D. Quantum convolutional neural networks. Nat. Phys. 15, 1273–1278. https://doi.org/10.1038/s41567-019-0648-8 (2019). Article CAS Google Scholar Li, H.-S. et al. Image storage, retrieval, compression and segmentation in a quantum system. Quantum Inf. Process. 12, 2269–2290. ...
2023, Astrophysical Journal Brain-inspired neural circuit evolution for spiking neural networks 2023, Proceedings of the National Academy of Sciences of the United States of America Quantum-inspired complex convolutional neural networks 2022, Applied Intelligence View all citing articles on Scopus ...
@article{liu2019hybrid, title={Hybrid Quantum-Classical Convolutional Neural Networks}, author={Liu, Junhua and Lim, Kwan Hui and Wood, Kristin L and Huang, Wei and Guo, Chu and Huang, He-Liang}, journal={arXiv preprint arXiv:1911.02998}, year={2019} } ...
J. (2021). Absence of barren plateaus in quantum convolutional neural networks. Physical Review X, 11(4), 041011. https://doi.org/ 10.1103/PhysRevX.11.041011 Peters, E., Caldeira, J., Ho, A., Leichenauer, S., Mohseni, M., Neven, H., Spentzour...