Roger G. Melko

34 papers Misc 1Journal 33
YearRankTypeTitle / Venue / Authors
2026 J jnl
Private and interpretable clinical prediction with quantum-inspired tensor train models.
CoRR
José Ramón Pareja Monturiol, Juliette Sinnott, Roger G. Melko, Mohammad Kohandel
2026 J jnl
Unlearnable phases of matter.
CoRR
Tarun Advaith Kumar, Yijian Zou, Amir-Reza Negari, Roger G. Melko, Timothy H. Hsieh
2025 J jnl
Exploring the Energy Landscape of RBMs: Reciprocal Space Insights into Bosons, Hierarchical Learning and Symmetry Breaking.
CoRR
Javier Quetzalcóatl Toledo-Marín, Anindita Maiti, Geoffrey C. Fox, Roger G. Melko
2025 J jnl
Exploring the energy landscape of RBMs: reciprocal space insights into bosons, hierarchical learning and symmetry breaking.
Mach. Learn. Sci. Technol.
Javier Quetzalcóatl Toledo-Marín, Anindita Maiti, Geoffrey C. Fox, Roger G. Melko
2025 J jnl
Neural network enhanced cross entropy benchmark for monitored circuits.
Mach. Learn. Sci. Technol.
Yangrui Hu, Yi Hong Teoh, William Witczak-Krempa, Roger G. Melko
2025 J jnl
RydbergGPT.
Mach. Learn. Sci. Technol.
David Fitzek, Yi Hong Teoh, H. P. Cyrus Fung, Gebremedhin A. Dagnew, Ejaaz Merali, M. Schuyler Moss, Benjamin MacLellan, Roger G. Melko
2024 J jnl
Autoregressive model path dependence near Ising criticality.
CoRR
Yi Hong Teoh, Roger G. Melko
2024 Misc conf
Calo4pQVAE: Quantum-Assisted 4-Partite VAE Surrogate for High Energy Particle-Calorimeter Interactions.
QCE
Sebastian Gonzalez, Hao Jia, Javier Quetzalcóatl Toledo-Marín, Sehmimul Hoque, Abhishek Abhishek, Ian Lu, Deniz Sogutlu, Sören Anderson, Colin Gay, Eric Paquet, Roger G. Melko, Geoffrey C. Fox, Maximilian Swiatlowski, Wojciech Fedorko
2024 J jnl
Conditioned quantum-assisted deep generative surrogate for particle-calorimeter interactions.
CoRR
Javier Quetzalcóatl Toledo-Marín, Sebastian Gonzalez, Hao Jia, Ian Lu, Deniz Sogutlu, Abhishek Abhishek, Colin Gay, Eric Paquet, Roger G. Melko, Geoffrey C. Fox, Maximilian Swiatlowski, Wojciech Fedorko
2024 J jnl
GraphiQ: Quantum circuit design for photonic graph states.
Quantum
Jie Lin, Benjamin MacLellan, Sobhan Ghanbari, Julie Belleville, Khuong Tran, Luc Robichaud, Roger G. Melko, Hoi-Kwong Lo, Piotr Roztocki
2024 J jnl
Language models for quantum simulation.
Nat. Comput. Sci.
Roger G. Melko, Juan Carrasquilla
2024 J jnl
Recurrent neural network wave functions for Rydberg atom arrays on kagome lattice.
CoRR
Mohamed Hibat-Allah, Ejaaz Merali, Giacomo Torlai, Roger G. Melko, Juan Carrasquilla
2024 J jnl
Robust quantum dots charge autotuning using neural network uncertainty.
Mach. Learn. Sci. Technol.
Victor Yon, Bastien Galaup, Claude Rohrbacher, Joffrey Rivard, Clement Godfrin, Ruoyu Li, Stefan Kubicek, Kristiaan De Greve, Louis Gaudreau, Eva Dupont-Ferrier, Yann Beilliard, Roger G. Melko, Dominique Drouin
2024 J jnl
Robust quantum dots charge autotuning using neural networks uncertainty.
CoRR
Victor Yon, Bastien Galaup, Claude Rohrbacher, Joffrey Rivard, Clement Godfrin, Roy Li, Stefan Kubicek, Kristiaan De Greve, Louis Gaudreau, Eva Dupont-Ferrier, Yann Beilliard, Roger G. Melko, Dominique Drouin
2024 J jnl
Zephyr quantum-assisted hierarchical Calo4pQVAE for particle-calorimeter interactions.
CoRR
Ian Lu, Hao Jia, Sebastian Gonzalez, Deniz Sogutlu, Javier Quetzalcóatl Toledo-Marín, Sehmimul Hoque, Abhishek Abhishek, Colin Gay, Roger G. Melko, Eric Paquet, Geoffrey C. Fox, Maximilian Swiatlowski, Wojciech Fedorko
2023 J jnl
CaloQVAE : Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models.
CoRR
Sehmimul Hoque, Hao Jia, Abhishek Abhishek, Mojde Fadaie, Javier Quetzalcóatl Toledo-Marín, Tiago Vale, Roger G. Melko, Maximilian Swiatlowski, Wojciech T. Fedorko
2023 J jnl
Investigating Topological Order using Recurrent Neural Networks.
CoRR
Mohamed Hibat-Allah, Roger G. Melko, Juan Carrasquilla
2023 J jnl
Neural network enhanced measurement efficiency for molecular groundstates.
Mach. Learn. Sci. Technol.
Dmitri Iouchtchenko, Jérôme F. Gonthier, Alejandro Perdomo-Ortiz, Roger G. Melko
2023 J jnl
Quantum Economic Advantage.
Manag. Sci.
Francesco Bova, Avi Goldfarb, Roger G. Melko
2022 J jnl
Miniaturizing neural networks for charge state autotuning in quantum dots.
Mach. Learn. Sci. Technol.
Stefanie Czischek, Victor Yon, Marc-Antoine Genest, Marc-Antoine Roux, Sophie Rochette, Julien Camirand Lemyre, Mathieu Moras, Michel Pioro-Ladriere, Dominique Drouin, Yann Beilliard, Roger G. Melko
2022 J jnl
Supplementing Recurrent Neural Network Wave Functions with Symmetry and Annealing to Improve Accuracy.
CoRR
Mohamed Hibat-Allah, Roger G. Melko, Juan Carrasquilla
2022 J jnl
Twin neural network regression is a semi-supervised regression algorithm.
Mach. Learn. Sci. Technol.
Sebastian Johann Wetzel, Roger G. Melko, Isaac Tamblyn
2021 J jnl
The accuracy of restricted Boltzmann machine models of Ising systems.
Comput. Phys. Commun.
David Yevick, Roger G. Melko
2021 J jnl
Twin Neural Network Regression is a Semi-Supervised Regression Algorithm.
CoRR
Sebastian Johann Wetzel, Roger G. Melko, Isaac Tamblyn
2021 J jnl
Variational Neural Annealing.
CoRR
Mohamed Hibat-Allah, Estelle M. Inack, Roeland Wiersema, Roger G. Melko, Juan Carrasquilla
2021 J jnl
Variational neural annealing.
Nat. Mach. Intell.
Mohamed Hibat-Allah, Estelle M. Inack, Roeland Wiersema, Roger G. Melko, Juan Carrasquilla
2020 J jnl
Discovering Symmetry Invariants and Conserved Quantities by Interpreting Siamese Neural Networks.
CoRR
Sebastian Johann Wetzel, Roger G. Melko, Joseph Scott, Maysum Panju, Vijay Ganesh
2020 J jnl
The Accuracy of Restricted Boltzmann Machine Models of Ising Systems.
CoRR
David Yevick, Roger G. Melko
2020 J jnl
Twin Neural Network Regression.
CoRR
Sebastian Johann Wetzel, Kevin Ryczko, Roger G. Melko, Isaac Tamblyn
2019 J jnl
Author Correction: Reconstructing quantum states with generative models.
Nat. Mach. Intell.
Juan Carrasquilla, Giacomo Torlai, Roger G. Melko, Leandro Aolita
2019 J jnl
Reconstructing quantum states with generative models.
Nat. Mach. Intell.
Juan Carrasquilla, Giacomo Torlai, Roger G. Melko, Leandro Aolita
2017 J jnl
Deep Learning the Ising Model Near Criticality.
CoRR
Alan Morningstar, Roger G. Melko
2017 J jnl
Deep Learning the Ising Model Near Criticality.
J. Mach. Learn. Res.
Alan Morningstar, Roger G. Melko
2016 J jnl
Learning Thermodynamics with Boltzmann Machines.
CoRR
Giacomo Torlai, Roger G. Melko