Quantum Artificial Intelligence

Quantization of Games: Towards Quantum Artificial Intelligence

On grounds of the discussed material, we reason about possible future development of quantum game theory and its impact on information processing and the emerging information society. The idea of quantum artificial intelligence is explained.

The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline

We discuss the synergetic connection between quantum computing and artificial intelligence. After surveying current approaches to quantum artificial intelligence and relating them to a formal model for machine learning processes, we deduce four major challenges for the future of quantum artificial intelligence: (i) Replace iterative training with faster quantum algorithms, (ii) distill the experience of larger amounts of data into the training process, (iii) allow quantum and classical components to be easily combined and exchanged, and (iv) build tools to thoroughly analyze whether observed b…

Artificial intelligence for artificial materials: moiré atom

Moiré engineering in atomically thin van der Waals heterostructures creates artificial quantum materials with designer properties. We solve the many-body problem of interacting electrons confined to a moiré superlattice potential minimum (the moiré atom) using a 2D fermionic neural network. We show that strong Coulomb interactions in combination with the anisotropic moiré potential lead to striking ``Wigner molecule" charge density distributions observable with scanning tunneling microscopy.

扫描探针显微镜如何得到人工智能与量子计算的支持

How scanning probe microscopy can be supported by Artificial Intelligence and quantum computing

本文探讨了利用人工智能、机器学习与量子计算支持扫描探针显微镜测量，以提升实验自动化、样品区域搜索及结构-性能关系分析效率与准确性，并指出局限与未来研究方向。