Quantum Dynamics and Spectroscopy of Ab Initio Liquid Water: The Interplay of Nuclear and Electronic Quantum Effects
- Award ID(s):
- 1652960
- PAR ID:
- 10047396
- Date Published:
- Journal Name:
- The Journal of Physical Chemistry Letters
- Volume:
- 8
- Issue:
- 7
- ISSN:
- 1948-7185
- Page Range / eLocation ID:
- 1545 to 1551
- Format(s):
- Medium: X
- Sponsoring Org:
- National Science Foundation
More Like this
-
Quantum federated learning (QFL) is a novel framework that integrates the advantages of classical federated learning (FL) with the computational power of quantum technologies. This includes quantum computing and quantum machine learning (QML), enabling QFL to handle high-dimensional complex data. QFL can be deployed over both classical and quantum communication networks in order to benefit from informationtheoretic security levels surpassing traditional FL frameworks. In this paper, we provide the first comprehensive investigation of the challenges and opportunities of QFL. We particularly examine the key components of QFL and identify the unique challenges that arise when deploying it over both classical and quantum networks. We then develop novel solutions and articulate promising research directions that can help address the identified challenges. We also provide actionable recommendations to advance the practical realization of QFL.more » « less
An official website of the United States government

