Quantum computing with differentiable quantum transforms

التفاصيل البيبلوغرافية
العنوان: Quantum computing with differentiable quantum transforms
المؤلفون: Di Matteo, Olivia, Izaac, Josh, Bromley, Tom, Hayes, Anthony, Lee, Christina, Schuld, Maria, Száva, Antal, Roberts, Chase, Killoran, Nathan
سنة النشر: 2022
المجموعة: Quantum Physics
مصطلحات موضوعية: Quantum Physics
الوصف: We present a framework for differentiable quantum transforms. Such transforms are metaprograms capable of manipulating quantum programs in a way that preserves their differentiability. We highlight their potential with a set of relevant examples across quantum computing (gradient computation, circuit compilation, and error mitigation), and implement them using the transform framework of PennyLane, a software library for differentiable quantum programming. In this framework, the transforms themselves are differentiable and can be parametrized and optimized, which opens up the possibility of improved quantum resource requirements across a spectrum of tasks.
Comment: 18 pages, 5 figures
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2202.13414
رقم الأكسشن: edsarx.2202.13414
قاعدة البيانات: arXiv