Javier Quetzalcóatl Toledo-Marín

According to our database, Javier Quetzalcóatl Toledo-Marín authored at least 13 papers between 2017 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Surrogate modeling of Cellular-Potts Agent-Based Models as a segmentation task using the U-Net neural network architecture.

Tien Comlekoglu, Javier Quetzalcóatl Toledo-Marín, Tina Comlekoglu, Douglas W. DeSimone, Shayn M. Peirce, Geoffrey C. Fox, James A. Glazier

CoRR, May, 2025

Surrogate modeling of Cellular-Potts Agent-Based Models as a segmentation task using the U-Net neural network architecture.

Tien Comlekoglu, Javier Quetzalcóatl Toledo-Marín, Tina Comlekoglu, Shayn M. Peirce, Douglas W. DeSimone, Geoffrey C. Fox, James A. Glazier

Dataset, May, 2025

Exploring the energy landscape of RBMs: reciprocal space insights into bosons, hierarchical learning and symmetry breaking.

Javier Quetzalcóatl Toledo-Marín, Anindita Maiti, Geoffrey C. Fox, Roger G. Melko

Mach. Learn. Sci. Technol., 2025

Generative diffusion model surrogates for mechanistic agent-based biological models.

Tien Comlekoglu, Javier Quetzalcóatl Toledo-Marín, Douglas W. DeSimone, Shayn M. Peirce, Geoffrey C. Fox, James A. Glazier

Mach. Learn. Sci. Technol., 2025

2024

Zephyr quantum-assisted hierarchical Calo4pQVAE for particle-calorimeter interactions.

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

CoRR, 2024

Conditioned quantum-assisted deep generative surrogate for particle-calorimeter interactions.

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

CoRR, 2024

Feasibility Study on Active Learning of Smart Surrogates for Scientific Simulations.

Pradeep Bajracharya, Javier Quetzalcóatl Toledo-Marín, Geoffrey C. Fox, Shantenu Jha, Linwei Wang

CoRR, 2024

Calo4pQVAE: Quantum-Assisted 4-Partite VAE Surrogate for High Energy Particle-Calorimeter Interactions.

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

Proceedings of the IEEE International Conference on Quantum Computing and Engineering, 2024

2023

CaloQVAE : Simulating high-energy particle-calorimeter interactions using hybrid quantum-classical generative models.

Sehmimul Hoque, Hao Jia, Abhishek Abhishek, Mojde Fadaie, Javier Quetzalcóatl Toledo-Marín, Tiago Vale, Roger G. Melko, Maximilian Swiatlowski, Wojciech T. Fedorko

CoRR, 2023

Analyzing the Performance of Deep Encoder-Decoder Networks as Surrogates for a Diffusion Equation.

Javier Quetzalcóatl Toledo-Marín, James A. Glazier, Geoffrey C. Fox

CoRR, 2023

2021

Deep learning approaches to surrogates for solving the diffusion equation for mechanistic real-world simulations.

Javier Quetzalcóatl Toledo-Marín, Geoffrey C. Fox, James P. Sluka, James A. Glazier

CoRR, 2021

Using Deep LSD to build operators in GANs latent space with meaning in real space.

Javier Quetzalcóatl Toledo-Marín, James A. Glazier

CoRR, 2021

2017

Is a Good Offensive Always the Best Defense?

Javier Quetzalcóatl Toledo-Marín, Rogelio Díaz-Méndez, Marcelo del Castillo-Mussot

IGTR, 2017