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Quantum Mach. Intell. (1)

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Real-time error mitigation for variational optimization on quantum hardware

Matteo Robbiati ^1,2,*, Alejandro Sopena ^3,4, Andrea Papaluca ^3,5, and Stefano Carrazza ^1,2,3,6

¹TIF Lab, Dipartimento di Fisica, Università degli Studi di Milano, Milan, Italy
²Theoretical Physics Department, CERN, CH-1211 Geneva 23, Switzerland
³Quantum Research Centre, Technology Innovation Institute, Abu Dhabi, United Arab Emirates
⁴Instituto de Física Teórica, UAM-CSIC, Universidad Autónoma de Madrid, Cantoblanco, Madrid, Spain
⁵School of Computing, The Australian National University, Canberra, ACT, Australia
⁶INFN Sezione di Milano, Milan, Italy

^*Contact author: matteo.robbiati@unimi.it

Scalable quantum error mitigation with physically informed graph neural networks

Huaxin Wang, Xinge Wu, Jiajun Liu, Ruiqing He, Jiandong Shang, Hengliang Guo, and Qiang Chen

Quantum Mach. Intell. 8 114 (2026)

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