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The impact of internal variability on benchmarking deep learning climate emulators
v1v2 (latest)

The impact of internal variability on benchmarking deep learning climate emulators

9 August 2024
Björn Lütjens
Raffaele Ferrari
Duncan Watson-Parris
N. Selin
    AI4Cl
ArXiv (abs)PDFHTML

Papers citing "The impact of internal variability on benchmarking deep learning climate emulators"

8 / 8 papers shown
Title
DiffESM: Conditional Emulation of Temperature and Precipitation in Earth
  System Models with 3D Diffusion Models
DiffESM: Conditional Emulation of Temperature and Precipitation in Earth System Models with 3D Diffusion Models
Seth Bassetti
Brian Hutchinson
Claudia Tebaldi
Ben Kravitz
87
5
0
17 Sep 2024
Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System
  Model
Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model
Chenggong Wang
Michael S. Pritchard
Noah D. Brenowitz
Y. Cohen
Boris Bonev
Thorsten Kurth
Dale Durran
Jaideep Pathak
BDLAI4Cl
76
15
0
12 Jun 2024
ClimateSet: A Large-Scale Climate Model Dataset for Machine Learning
ClimateSet: A Large-Scale Climate Model Dataset for Machine Learning
Julia Kaltenborn
C. E. E. Lange
Venkatesh Ramesh
Philippe Brouillard
Yaniv Gurwicz
Chandni Nagda
Jakob Runge
Peer Nowack
David Rolnick
AILaw
77
18
0
07 Nov 2023
ACE: A fast, skillful learned global atmospheric model for climate
  prediction
ACE: A fast, skillful learned global atmospheric model for climate prediction
Oliver Watt‐Meyer
Gideon Dresdner
Jeremy McGibbon
Spencer K. Clark
Brian Henn
...
K. Kashinath
Michael S. Pritchard
Boris Bonev
Matthew E. Peters
Christopher S. Bretherton
AI4Cl
116
47
0
03 Oct 2023
FaIRGP: A Bayesian Energy Balance Model for Surface Temperatures
  Emulation
FaIRGP: A Bayesian Energy Balance Model for Surface Temperatures Emulation
S. Bouabid
Dino Sejdinovic
D. Watson‐Parris
61
5
0
14 Jul 2023
ClimaX: A foundation model for weather and climate
ClimaX: A foundation model for weather and climate
Tung Nguyen
Johannes Brandstetter
Ashish Kapoor
Jayesh K. Gupta
Aditya Grover
AI4ClAI4CE
115
271
0
24 Jan 2023
Enhancing Computational Fluid Dynamics with Machine Learning
Enhancing Computational Fluid Dynamics with Machine Learning
Ricardo Vinuesa
Steven L. Brunton
AI4CE
184
385
0
05 Oct 2021
Convolutional LSTM Network: A Machine Learning Approach for
  Precipitation Nowcasting
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting
Xingjian Shi
Zhourong Chen
Hao Wang
Dit-Yan Yeung
W. Wong
W. Woo
699
8,037
0
13 Jun 2015
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