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Artificial intelligence for quantum computing
Yuri Alexeev1, Marwa H Farag1, Taylor L Patti1
1NVIDIA Corporation, Santa Clara, CA, USA.
Nature Communications
|December 2, 2025
Summary
Artificial intelligence (AI) is revolutionizing quantum computing (QC). AI
Area of Science:
- Computer Science
- Quantum Information Science
Background:
- Artificial intelligence (AI) has significantly impacted various applications.
- Quantum computing (QC) presents complex challenges due to its counterintuitive nature and high-dimensional mathematics.
- AI's data-driven learning capabilities are well-suited to address QC's complexities.
Purpose of the Study:
- To review the application of state-of-the-art AI techniques in advancing quantum computing (QC).
- To encourage cross-pollination between AI and QC expertise.
- To examine future opportunities and obstacles for AI in QC.
Main Methods:
- Review of current AI techniques applied to QC challenges.
- Analysis of AI's impact across the QC hardware and software stack.
- Exploration of AI's role in QC device design and applications.
Main Results:
- AI is actively addressing significant challenges in quantum computing (QC) development.
- AI techniques are enhancing both the hardware and software aspects of QC.
- AI contributes to areas from quantum device design to the development of QC applications.
Conclusions:
- The integration of AI is crucial for overcoming major scaling challenges in quantum computing (QC).
- Continued advancements in AI offer substantial opportunities for the future of QC.
- Addressing interdisciplinary expertise gaps is key for realizing AI's full potential in QC.
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