Quantum Machine Learning IV
ORAL · Z38 · ID: 46951
Presentations
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Non-Boolean Quantum Amplitude Amplification and Machine Learning applications
ORAL
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Publication: 1. Non-Boolean Quantum Amplitude Amplification and Quantum Mean Estimation, arXiv:2102.04975 [quant-ph]
2. Training Quantum Machines with Non-Boolean Amplification, [future]Presenters
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Prasanth Shyamsundar
- Fermilab
Authors
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Prasanth Shyamsundar
- Fermilab
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Evan Peters
- University of Waterloo
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Quantum State Tomography with Mode-assisted Training
ORAL
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Publication: M. Di Ventra, MemComputing: Fundamentals and Applications (OUP, 2022)
Presenters
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Yuan-Hang Zhang
- University of California, San Diego
Authors
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Yuan-Hang Zhang
- University of California, San Diego
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Quantum Cross Entropy in Quantum Machine Learning
ORAL
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Publication: https://arxiv.org/abs/2102.11887;
https://arxiv.org/abs/2106.13823Presenters
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Shangnan Zhou
- Stanford University
Authors
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Shangnan Zhou
- Stanford University
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Quantum constraint learning for quantum approximate optimization algorithm
ORAL
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Publication: https://arxiv.org/abs/2105.06770
Presenters
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Santosh Radha
- Agnostiq Inc
- Case Western Reserve University
Authors
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Santosh Radha
- Agnostiq Inc
- Case Western Reserve University
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Approximating Entanglement Measures Using VQA
ORAL
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Publication: planned paper: Approximating Entanglement Measures Using VQA
Presenters
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Ryan T McGaha
- University of South Carolina
Authors
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Ryan T McGaha
- University of South Carolina
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George Androulakis
- Univ of South Carolina
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Topological and geometric patterns in optimal bang-bang protocols for variational quantum algorithms: application to the XXZ model on the square lattice
ORAL
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Publication: arXiv:2012.05476
Presenters
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Armin Rahmani
- Western Washington University
Authors
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Armin Rahmani
- Western Washington University
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Matthew T Scoggins
- Western Washington University
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Quantum Algorithm for Topological Data Analysis
ORAL
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Presenters
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Bernardo Ameneyro
- University of Tennessee, Knoxville
Authors
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Bernardo Ameneyro
- University of Tennessee, Knoxville
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George Siopsis
- University of Tennessee
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Vasileios Maroulas
- University of Tennessee
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Shapes of quantum entanglement with persistent homology
ORAL
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Publication: [1] Olsthoorn B., Balatsky A. V. (2021). Persistent homology of quantum entanglement – arXiv:2110.10214
Presenters
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Bart Olsthoorn
- KTH Royal Institute of Technology
Authors
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Bart Olsthoorn
- KTH Royal Institute of Technology
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Alexander V Balatsky
- University of Connecticut
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Quantum Supervised Learning Method for Outlier Detection
ORAL
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Publication: Hughes et al. (in prep)
Presenters
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Anna Hughes
- Agnostiq Inc
Authors
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Anna Hughes
- Agnostiq Inc
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Santosh Radha
- Agnostiq Inc
- Case Western Reserve University
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Jack S Baker
- Agnostiq
- University College London
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Quantum continual learning overcoming catastrophic forgetting
ORAL
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Presenters
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Wenjie Jiang
- Tsinghua University
Authors
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Wenjie Jiang
- Tsinghua University
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Zhide Lu
- Tsinghua University
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Dong-Ling Deng
- Tsinghua University
- Center for Quantum Information, IIIS, Tsinghua University, Beijing 100084, People's Republic of China
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Subtleties in the trainability of quantum machine learning models
ORAL
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Presenters
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Supanut Thanasilp
- Natl Univ of Singapore
Authors
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Supanut Thanasilp
- Natl Univ of Singapore
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Samson Wang
- Imperial College London
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Nhat A Nghiem
- State University of New York at Stony Brook
- Stony Brook University (SUNY)
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Patrick J Coles
- Los Alamos National Laboratory
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Marco Cerezo
- Los Alamos National Laboratory
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Closing in on Practical Quantum Advantage for Combinatorial Optimization with Quantum Generative Models (Part 1)
ORAL
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Presenters
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Alejandro Perdomo-Ortiz
- Zapata Computing Inc
Authors
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Alejandro Perdomo-Ortiz
- Zapata Computing Inc
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Francisco J Fernandez Alcazar
- Zapata Computing Inc
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Closing in on Practical Quantum Advantage for Combinatorial Optimization with Quantum Generative Models (Part 2)
ORAL
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Presenters
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Francisco J Fernandez Alcazar
- Zapata Computing Inc
Authors
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Alejandro Perdomo-Ortiz
- Zapata Computing Inc
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Francisco J Fernandez Alcazar
- Zapata Computing Inc
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Differentiable Quantum Circuits for Solving Differential Equations and Generating Time Series
ORAL
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Publication: https://doi.org/10.1103/PhysRevA.103.052416
https://arxiv.org/abs/2108.03190Presenters
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Annie E Paine
- University of Exeter
Authors
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Annie E Paine
- University of Exeter
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Oleksandr Kyriienko
- University of Exeter
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Vincent E Elfving
- Qu&Co
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Quantum algorithm for the spectral analysis of a random walk operator with the application in manifold learning
ORAL
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Publication: https://arxiv.org/abs/2106.07302 (accepted for publication in Physical Review A. currently in production)
Presenters
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Apimuk Sornsaeng
- Chula Intelligent and Complex Systems Lab, Department of Physics, Chulalongkorn University, Thailand
Authors
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Apimuk Sornsaeng
- Chula Intelligent and Complex Systems Lab, Department of Physics, Chulalongkorn University, Thailand
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Ninnat Dangniam
- The Institute for Fundamental Study, Naresuan University, Thailand
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Pantita Palittapongarnpim
- Chula Intelligent and Complex Systems Lab, Department of Physics, Chulalongkorn University, Thailand
- Chula Intelligent and Complex Systems Lab, Department of Physics, Faculty of Science, Chulalongkorn University, Thailand
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Thiparat Chotibut
- Chula Intelligent and Complex Systems Lab, Department of Physics, Chulalongkorn University, Thailand
- Chula Intelligent and Complex Systems Lab, Department of Physics, Faculty of Science, Chulalongkorn University, Bangkok, Thailand
- Chula Intelligent and Complex Systems Lab, Department of Physics, Faculty of Science, Chulalongkorn University, Thailand
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