Generative Data Intelligence

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On Quantum Speedups for Nonconvex Optimization via Quantum Tunneling Walks

Yizhou Liu1, Weijie J. Su2, and Tongyang Li3,41Department of Engineering Mechanics, Tsinghua University, 100084 Beijing, China2Department of Statistics and Data Science, University of Pennsylvania3Center...

Sample-efficient verification of continuously-parameterized quantum gates for small quantum processors

Ryan Shaffer1,3, Hang Ren1,3, Emiliia Dyrenkova2,3, Christopher G. Yale4, Daniel S. Lobser4, Ashlyn D. Burch4, Matthew N. H. Chow4,5,6, Melissa C. Revelle4, Susan M....

Characterization of variational quantum algorithms using free fermions

Gabriel Matos1, Chris N. Self2,3, Zlatko Papić1, Konstantinos Meichanetzidis4,5, and Henrik Dreyer61School of Physics and Astronomy, University of Leeds, Leeds LS2 9JT, United Kingdom2Quantinuum,...

Simulating quantum circuits using tree tensor networks

Philipp Seitz1, Ismael Medina2, Esther Cruz3, Qunsheng Huang1, and Christian B. Mendl11Technical University of Munich, Department of Informatics, Boltzmannstraße 3, 85748 Garching, Germany2University of...

Efficient separation of quantum from classical correlations for mixed states with a fixed charge

Christian Carisch1 and Oded Zilberberg21Institute for Theoretical Physics, ETH Zürich, CH-8093 Zürich, Switzerland.2Department of Physics, University of Konstanz, 78464 Konstanz, Germany.Find this paper interesting...

Quantum circuits for solving local fermion-to-qubit mappings

Jannes Nys and Giuseppe CarleoÉcole Polytechnique Fédérale de Lausanne (EPFL), Institute of Physics, CH-1015 Lausanne, SwitzerlandCenter for Quantum Science and Engineering, École Polytechnique...

TensorCircuit: a Quantum Software Framework for the NISQ Era

Shi-Xin Zhang1, Jonathan Allcock2, Zhou-Quan Wan1,3, Shuo Liu1,3, Jiace Sun4, Hao Yu5, Xing-Han Yang1,6, Jiezhong Qiu1, Zhaofeng Ye1, Yu-Qin Chen1, Chee-Kong Lee7, Yi-Cong Zheng1,...

Variational quantum algorithm for unconstrained black box binary optimization: Application to feature selection

Christa Zoufal1, Ryan V. Mishmash2, Nitin Sharma3, Niraj Kumar3, Aashish Sheshadri3, Amol Deshmukh4, Noelle Ibrahim4, Julien Gacon5,6, and Stefan Woerner51IBM Quantum, IBM Research Europe...

Binary Control Pulse Optimization for Quantum Systems

Xinyu Fei1, Lucas T. Brady2, Jeffrey Larson3, Sven Leyffer3, and Siqian Shen11Department of Industrial and Operations Engineering, University of Michigan at Ann Arbor2Joint Center...

Fluid fermionic fragments for optimizing quantum measurements of electronic Hamiltonians in the variational quantum eigensolver

Seonghoon Choi, Ignacio Loaiza, and Artur F. IzmaylovDepartment of Physical and Environmental Sciences, University of Toronto Scarborough, Toronto, Ontario M1C 1A4, CanadaChemical Physics...

Efficient simulation of Gottesman-Kitaev-Preskill states with Gaussian circuits

Cameron Calcluth1, Alessandro Ferraro2,3, and Giulia Ferrini11Department of Microtechnology and Nanoscience (MC2), Chalmers University of Technology, SE-412 96 Göteborg, Sweden2Centre for Theoretical Atomic, Molecular...

Optimize hyperparameters with Amazon SageMaker Automatic Model Tuning

Machine learning (ML) models are taking the world by storm. Their performance relies on using the right training data and choosing the right model...

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