Alert button
Picture for Alvaro Sanchez-Gonzalez

Alvaro Sanchez-Gonzalez

Alert button

GenCast: Diffusion-based ensemble forecasting for medium-range weather

Add code
Bookmark button
Alert button
Dec 25, 2023
Ilan Price, Alvaro Sanchez-Gonzalez, Ferran Alet, Timo Ewalds, Andrew El-Kadi, Jacklynn Stott, Shakir Mohamed, Peter Battaglia, Remi Lam, Matthew Willson

Viaarxiv icon

Neural General Circulation Models

Add code
Bookmark button
Alert button
Nov 28, 2023
Dmitrii Kochkov, Janni Yuval, Ian Langmore, Peter Norgaard, Jamie Smith, Griffin Mooers, James Lottes, Stephan Rasp, Peter Düben, Milan Klöwer, Sam Hatfield, Peter Battaglia, Alvaro Sanchez-Gonzalez, Matthew Willson, Michael P. Brenner, Stephan Hoyer

Viaarxiv icon

WeatherBench 2: A benchmark for the next generation of data-driven global weather models

Add code
Bookmark button
Alert button
Aug 29, 2023
Stephan Rasp, Stephan Hoyer, Alexander Merose, Ian Langmore, Peter Battaglia, Tyler Russel, Alvaro Sanchez-Gonzalez, Vivian Yang, Rob Carver, Shreya Agrawal, Matthew Chantry, Zied Ben Bouallegue, Peter Dueben, Carla Bromberg, Jared Sisk, Luke Barrington, Aaron Bell, Fei Sha

Figure 1 for WeatherBench 2: A benchmark for the next generation of data-driven global weather models
Figure 2 for WeatherBench 2: A benchmark for the next generation of data-driven global weather models
Figure 3 for WeatherBench 2: A benchmark for the next generation of data-driven global weather models
Figure 4 for WeatherBench 2: A benchmark for the next generation of data-driven global weather models
Viaarxiv icon

GraphCast: Learning skillful medium-range global weather forecasting

Add code
Bookmark button
Alert button
Dec 24, 2022
Remi Lam, Alvaro Sanchez-Gonzalez, Matthew Willson, Peter Wirnsberger, Meire Fortunato, Alexander Pritzel, Suman Ravuri, Timo Ewalds, Ferran Alet, Zach Eaton-Rosen, Weihua Hu, Alexander Merose, Stephan Hoyer, George Holland, Jacklynn Stott, Oriol Vinyals, Shakir Mohamed, Peter Battaglia

Figure 1 for GraphCast: Learning skillful medium-range global weather forecasting
Figure 2 for GraphCast: Learning skillful medium-range global weather forecasting
Figure 3 for GraphCast: Learning skillful medium-range global weather forecasting
Figure 4 for GraphCast: Learning skillful medium-range global weather forecasting
Viaarxiv icon

Learning rigid dynamics with face interaction graph networks

Add code
Bookmark button
Alert button
Dec 07, 2022
Kelsey R. Allen, Yulia Rubanova, Tatiana Lopez-Guevara, William Whitney, Alvaro Sanchez-Gonzalez, Peter Battaglia, Tobias Pfaff

Figure 1 for Learning rigid dynamics with face interaction graph networks
Figure 2 for Learning rigid dynamics with face interaction graph networks
Figure 3 for Learning rigid dynamics with face interaction graph networks
Figure 4 for Learning rigid dynamics with face interaction graph networks
Viaarxiv icon

TF-GNN: Graph Neural Networks in TensorFlow

Add code
Bookmark button
Alert button
Jul 07, 2022
Oleksandr Ferludin, Arno Eigenwillig, Martin Blais, Dustin Zelle, Jan Pfeifer, Alvaro Sanchez-Gonzalez, Sibon Li, Sami Abu-El-Haija, Peter Battaglia, Neslihan Bulut, Jonathan Halcrow, Filipe Miguel Gonçalves de Almeida, Silvio Lattanzi, André Linhares, Brandon Mayer, Vahab Mirrokni, John Palowitch, Mihir Paradkar, Jennifer She, Anton Tsitsulin, Kevin Villela, Lisa Wang, David Wong, Bryan Perozzi

Figure 1 for TF-GNN: Graph Neural Networks in TensorFlow
Figure 2 for TF-GNN: Graph Neural Networks in TensorFlow
Figure 3 for TF-GNN: Graph Neural Networks in TensorFlow
Figure 4 for TF-GNN: Graph Neural Networks in TensorFlow
Viaarxiv icon

Pre-training via Denoising for Molecular Property Prediction

Add code
Bookmark button
Alert button
May 31, 2022
Sheheryar Zaidi, Michael Schaarschmidt, James Martens, Hyunjik Kim, Yee Whye Teh, Alvaro Sanchez-Gonzalez, Peter Battaglia, Razvan Pascanu, Jonathan Godwin

Figure 1 for Pre-training via Denoising for Molecular Property Prediction
Figure 2 for Pre-training via Denoising for Molecular Property Prediction
Figure 3 for Pre-training via Denoising for Molecular Property Prediction
Figure 4 for Pre-training via Denoising for Molecular Property Prediction
Viaarxiv icon

Physical Design using Differentiable Learned Simulators

Add code
Bookmark button
Alert button
Feb 01, 2022
Kelsey R. Allen, Tatiana Lopez-Guevara, Kimberly Stachenfeld, Alvaro Sanchez-Gonzalez, Peter Battaglia, Jessica Hamrick, Tobias Pfaff

Figure 1 for Physical Design using Differentiable Learned Simulators
Figure 2 for Physical Design using Differentiable Learned Simulators
Figure 3 for Physical Design using Differentiable Learned Simulators
Figure 4 for Physical Design using Differentiable Learned Simulators
Viaarxiv icon

Learned Coarse Models for Efficient Turbulence Simulation

Add code
Bookmark button
Alert button
Jan 04, 2022
Kimberly Stachenfeld, Drummond B. Fielding, Dmitrii Kochkov, Miles Cranmer, Tobias Pfaff, Jonathan Godwin, Can Cui, Shirley Ho, Peter Battaglia, Alvaro Sanchez-Gonzalez

Figure 1 for Learned Coarse Models for Efficient Turbulence Simulation
Figure 2 for Learned Coarse Models for Efficient Turbulence Simulation
Figure 3 for Learned Coarse Models for Efficient Turbulence Simulation
Figure 4 for Learned Coarse Models for Efficient Turbulence Simulation
Viaarxiv icon

Constraint-based graph network simulator

Add code
Bookmark button
Alert button
Dec 16, 2021
Yulia Rubanova, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Peter Battaglia

Figure 1 for Constraint-based graph network simulator
Figure 2 for Constraint-based graph network simulator
Figure 3 for Constraint-based graph network simulator
Figure 4 for Constraint-based graph network simulator
Viaarxiv icon