Quantum Machine Learning
521 papers for year 2024
Quantum Machine Learning Research Context
This category covers quantum machine learning research, including quantum kernels, variational classifiers, hybrid learning systems, generative models, and QML benchmarks.
Showing 1-12 of 521
$i$Trust: Trust-Region Optimisation with Ising Machines
Sayantan Pramanik, Kaumudibikash Goswami, Sourav Chatterjee, M Girish Chandra
A Brief Review of Quantum Machine Learning for Financial Services
Mina Doosti, Petros Wallden, Conor Brian Hamill, Robert Hankache, Oliver Thomson Brown, Chris Heunen
A Case for Quantum Circuit Cutting for NISQ Applications: Impact of topology, determinism, and sparsity
Zirui Li, Minghao Guo, Mayank Barad, Wei Tang, Eddy Z. Zhang, Yipeng Huang
A Comprehensive Review of Quantum Circuit Optimization: Current Trends and Future Directions
Krishnageetha Karuppasamy, Varun Puram, Stevens Johnson, Johnson P Thomas
A Deep Learning Approach to Investigating Clandestine Laboratories Using a GC-QEPAS Sensor
Giorgio Felizzato, Nicola Liberatore, Sandro Mengali, Roberto Viola, Vittorio Moriggia, Francesco Saverio Romolo
A Fully Analog Pipeline for Portfolio Optimization
James S. Cummins, Natalia G. Berloff
A hybrid quantum solver for the Lorenz system
Sajad Fathi Hafshejani, Daya Gaur, Arundhati Dasgupta, Robert Benkoczi, Narasimha Gosala, Alfredo Iorio
A Hybrid Quantum-Classical Autoencoder Framework for End-to-End Communication Systems
Bolun Zhang, Gan Zheng, Nguyen Van Huynh
A Machine Learning Approach to Trapped Many-Fermion Systems
Paulo F. Bedaque, Hersh Kumar, Andy Sheng
A Machine Learning Force Field for Bio-Macromolecular Modeling Based on Quantum Chemistry-Calculated Interaction Energy Datasets
Zhen-Xuan Fan, Sheng D. Chao
A Matrix Product State Model for Simultaneous Classification and Generation
Alex Mossi, Bojan Žunkovic, Kyriakos Flouris
A methodical approach to evaluate the potential of Quantum Computing for Manufacturing Simulations
Stefan Schröder, João Felipe, Sven Danz, Pascal Kienast, Alessandro Ciani, Philipp Ganser, Thomas Bergs