Alert button
Picture for Alex Hernandez-Garcia

Alex Hernandez-Garcia

Alert button

On the importance of catalyst-adsorbate 3D interactions for relaxed energy predictions

Oct 10, 2023
Alvaro Carbonero, Alexandre Duval, Victor Schmidt, Santiago Miret, Alex Hernandez-Garcia, Yoshua Bengio, David Rolnick

Figure 1 for On the importance of catalyst-adsorbate 3D interactions for relaxed energy predictions
Figure 2 for On the importance of catalyst-adsorbate 3D interactions for relaxed energy predictions
Figure 3 for On the importance of catalyst-adsorbate 3D interactions for relaxed energy predictions
Figure 4 for On the importance of catalyst-adsorbate 3D interactions for relaxed energy predictions
Viaarxiv icon

Crystal-GFN: sampling crystals with desirable properties and constraints

Oct 07, 2023
Mila AI4Science, Alex Hernandez-Garcia, Alexandre Duval, Alexandra Volokhova, Yoshua Bengio, Divya Sharma, Pierre Luc Carrier, Michał Koziarski, Victor Schmidt

Viaarxiv icon

Multi-Fidelity Active Learning with GFlowNets

Jun 20, 2023
Alex Hernandez-Garcia, Nikita Saxena, Moksh Jain, Cheng-Hao Liu, Yoshua Bengio

Figure 1 for Multi-Fidelity Active Learning with GFlowNets
Figure 2 for Multi-Fidelity Active Learning with GFlowNets
Figure 3 for Multi-Fidelity Active Learning with GFlowNets
Figure 4 for Multi-Fidelity Active Learning with GFlowNets
Viaarxiv icon

Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling

May 23, 2023
Qidong Yang, Alex Hernandez-Garcia, Paula Harder, Venkatesh Ramesh, Prasanna Sattegeri, Daniela Szwarcman, Campbell D. Watson, David Rolnick

Figure 1 for Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling
Figure 2 for Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling
Figure 3 for Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling
Figure 4 for Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling
Viaarxiv icon

Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning

Feb 16, 2023
Alexandra Sasha Luccioni, Alex Hernandez-Garcia

Figure 1 for Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning
Figure 2 for Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning
Figure 3 for Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning
Figure 4 for Counting Carbon: A Survey of Factors Influencing the Emissions of Machine Learning
Viaarxiv icon

GFlowNets for AI-Driven Scientific Discovery

Feb 01, 2023
Moksh Jain, Tristan Deleu, Jason Hartford, Cheng-Hao Liu, Alex Hernandez-Garcia, Yoshua Bengio

Figure 1 for GFlowNets for AI-Driven Scientific Discovery
Figure 2 for GFlowNets for AI-Driven Scientific Discovery
Figure 3 for GFlowNets for AI-Driven Scientific Discovery
Figure 4 for GFlowNets for AI-Driven Scientific Discovery
Viaarxiv icon

Multi-Objective GFlowNets

Oct 23, 2022
Moksh Jain, Sharath Chandra Raparthy, Alex Hernandez-Garcia, Jarrid Rector-Brooks, Yoshua Bengio, Santiago Miret, Emmanuel Bengio

Figure 1 for Multi-Objective GFlowNets
Figure 2 for Multi-Objective GFlowNets
Figure 3 for Multi-Objective GFlowNets
Figure 4 for Multi-Objective GFlowNets
Viaarxiv icon

Diversifying Design of Nucleic Acid Aptamers Using Unsupervised Machine Learning

Aug 10, 2022
Siba Moussa, Michael Kilgour, Clara Jans, Alex Hernandez-Garcia, Miroslava Cuperlovic-Culf, Yoshua Bengio, Lena Simine

Figure 1 for Diversifying Design of Nucleic Acid Aptamers Using Unsupervised Machine Learning
Figure 2 for Diversifying Design of Nucleic Acid Aptamers Using Unsupervised Machine Learning
Figure 3 for Diversifying Design of Nucleic Acid Aptamers Using Unsupervised Machine Learning
Viaarxiv icon

Generating physically-consistent high-resolution climate data with hard-constrained neural networks

Aug 08, 2022
Paula Harder, Qidong Yang, Venkatesh Ramesh, Prasanna Sattigeri, Alex Hernandez-Garcia, Campbell Watson, Daniela Szwarcman, David Rolnick

Figure 1 for Generating physically-consistent high-resolution climate data with hard-constrained neural networks
Figure 2 for Generating physically-consistent high-resolution climate data with hard-constrained neural networks
Figure 3 for Generating physically-consistent high-resolution climate data with hard-constrained neural networks
Figure 4 for Generating physically-consistent high-resolution climate data with hard-constrained neural networks
Viaarxiv icon

ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods

Oct 06, 2021
Victor Schmidt, Alexandra Sasha Luccioni, Mélisande Teng, Tianyu Zhang, Alexia Reynaud, Sunand Raghupathi, Gautier Cosne, Adrien Juraver, Vahe Vardanyan, Alex Hernandez-Garcia, Yoshua Bengio

Figure 1 for ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
Figure 2 for ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
Figure 3 for ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
Figure 4 for ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
Viaarxiv icon