Quantum Machine Learning
521 papers for year 2024
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