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AI for Climate

AI4Cl
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AI for Climate refers to the application of artificial intelligence techniques to address climate-related challenges. This includes using AI for climate modeling, prediction, and mitigation strategies.

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50 / 410 papers shown
Title
Efficient Generative AI Boosts Probabilistic Forecasting of Sudden Stratospheric Warmings
Efficient Generative AI Boosts Probabilistic Forecasting of Sudden Stratospheric Warmings
Ningning Tao
Fei Xie
Baoxiang Pan
Hongyu Wang
Han Huang
Zhongpu Qiu
Ke Gui
Jiali Luo
Xiaosong Chen
AI4Cl
66
0
0
30 Oct 2025
Leveraging an Atmospheric Foundational Model for Subregional Sea Surface Temperature Forecasting
Leveraging an Atmospheric Foundational Model for Subregional Sea Surface Temperature Forecasting
Víctor Medina
Giovanny A. Cuervo-Londoño
Javier Sánchez
AI4Cl
82
0
0
29 Oct 2025
Forecasting precipitation in the Arctic using probabilistic machine learning informed by causal climate drivers
Forecasting precipitation in the Arctic using probabilistic machine learning informed by causal climate drivers
Madhurima Panja
Dhiman Das
Tanujit Chakraborty
Arnob Ray
R. Athulya
Chittaranjan Hens
Syamal K. Dana
Nuncio Murukesh
D. Ghosh
AI4Cl
48
0
0
28 Oct 2025
Revealing the Potential of Learnable Perturbation Ensemble Forecast Model for Tropical Cyclone Prediction
Revealing the Potential of Learnable Perturbation Ensemble Forecast Model for Tropical Cyclone Prediction
Jun Liu
Tao Zhou
J. Li
Xiaohui Zhong
Peng Zhang
Jie Feng
Lei Chen
Hao-Wen Li
AI4Cl
12
0
0
27 Oct 2025
A Review of End-to-End Precipitation Prediction Using Remote Sensing Data: from Divination to Machine Learning
A Review of End-to-End Precipitation Prediction Using Remote Sensing Data: from Divination to Machine Learning
Yugong Zeng
Jonathan Wu
AI4Cl
32
0
0
26 Oct 2025
Learning Coupled Earth System Dynamics with GraphDOP
Learning Coupled Earth System Dynamics with GraphDOP
Eulalie Boucher
Mihai Alexe
Peter Lean
E. Pinnington
Simon Lang
P. Laloyaux
Lorenzo Zampieri
Patricia de Rosnay
Niels Bormann
Anthony McNally
AI4ClAI4CE
66
0
0
23 Oct 2025
CSU-PCAST: A Dual-Branch Transformer Framework for medium-range ensemble Precipitation Forecasting
CSU-PCAST: A Dual-Branch Transformer Framework for medium-range ensemble Precipitation Forecasting
Tianyi Xiong
Haonan Chen
AI4Cl
57
0
0
23 Oct 2025
A Physics-Guided AI Cascaded Corrector Model Significantly Extends Madden-Julian Oscillation Prediction Skill
A Physics-Guided AI Cascaded Corrector Model Significantly Extends Madden-Julian Oscillation Prediction Skill
Xiao Zhou
Yuze Sun
Jie Wu
Xiaomeng Huang
AI4Cl
84
0
0
20 Oct 2025
An Operational Deep Learning System for Satellite-Based High-Resolution Global Nowcasting
An Operational Deep Learning System for Satellite-Based High-Resolution Global Nowcasting
Shreya Agrawal
Mohammed Alewi Hassen
Emmanuel Asiedu Brempong
Boris Babenko
Fred Zyda
...
Yossi Matias
Nal Kalchbrenner
Pramod Gupta
Jason Hickey
Aaron Bell
AI4Cl
44
0
0
15 Oct 2025
A Storm-Centric 250 m NEXRAD Level-II Dataset for High-Resolution ML Nowcasting
A Storm-Centric 250 m NEXRAD Level-II Dataset for High-Resolution ML Nowcasting
Andy Shi
AI4Cl
32
0
0
15 Oct 2025
Rethinking deep learning: linear regression remains a key benchmark in predicting terrestrial water storage
Rethinking deep learning: linear regression remains a key benchmark in predicting terrestrial water storage
Wanshu Nie
Sujay V. Kumar
Junyu Chen
Long Zhao
Olya Skulovich
Jinwoong Yoo
Justin Pflug
Shahryar Khalique Ahmad
Goutam Konapala
AI4ClAI4CE
24
0
0
12 Oct 2025
Chlorophyll-a Mapping and Prediction in the Mar Menor Lagoon Using C2RCC-Processed Sentinel 2 Imagery
Chlorophyll-a Mapping and Prediction in the Mar Menor Lagoon Using C2RCC-Processed Sentinel 2 Imagery
Antonio Martínez-Ibarra
Aurora González-Vidal
Adrián Cánovas-Rodríguez
Antonio F. Skarmeta
AI4Cl
24
0
0
10 Oct 2025
Developing a Sequential Deep Learning Pipeline to Model Alaskan Permafrost Thaw Under Climate Change
Developing a Sequential Deep Learning Pipeline to Model Alaskan Permafrost Thaw Under Climate Change
Addina Rahaman
AI4ClAI4CE
52
0
0
05 Oct 2025
Deep learning the sources of MJO predictability: a spectral view of learned features
Deep learning the sources of MJO predictability: a spectral view of learned features
Lin Yao
Da Yang
James Duncan
Ashesh Chattopadhyay
Pedram Hassanzadeh
W. Bhimji
Bin Yu
AI4Cl
53
0
0
04 Oct 2025
Multidata Causal Discovery for Statistical Hurricane Intensity Forecasting
Multidata Causal Discovery for Statistical Hurricane Intensity Forecasting
S. SaranyaGanesh
Frederick Iat-Hin Tam
Milton S. Gomez
Marie McGraw
Mark DeMaria
K. Musgrave
Jakob Runge
Tom Beucler
AI4Cl
72
0
0
02 Oct 2025
The Equilibrium Response of Atmospheric Machine-Learning Models to Uniform Sea Surface Temperature Warming
The Equilibrium Response of Atmospheric Machine-Learning Models to Uniform Sea Surface Temperature Warming
Bosong Zhang
Timothy M. Merlis
AI4Cl
40
1
0
02 Oct 2025
Parametric modeling of shear wave velocity profiles for the conterminous U.S
Parametric modeling of shear wave velocity profiles for the conterminous U.S
Morgan D. Sanger
Brett W. Maurer
AI4Cl
4
0
0
01 Oct 2025
EnScale: Temporally-consistent multivariate generative downscaling via proper scoring rules
EnScale: Temporally-consistent multivariate generative downscaling via proper scoring rules
Maybritt Schillinger
Maxim Samarin
Xinwei Shen
R. Knutti
N. Meinshausen
DiffMAI4Cl
45
1
0
30 Sep 2025
A Weather Foundation Model for the Power Grid
A Weather Foundation Model for the Power Grid
Cristian Bodnar
Raphaël Rousseau-Rizzi
Nikhil Shankar
James Merleau
Stylianos Flampouris
Guillem Candille
Slavica Antic
François Mirallès
Jayesh K. Gupta
AI4Cl
4
0
0
28 Sep 2025
How Effective Are Time-Series Models for Rainfall Nowcasting? A Comprehensive Benchmark for Rainfall Nowcasting Incorporating PWV Data
How Effective Are Time-Series Models for Rainfall Nowcasting? A Comprehensive Benchmark for Rainfall Nowcasting Incorporating PWV Data
Y. Zhang
Pengfei Duan
Henan Wang
Shengwu Xiong
Chen Zhou
Shengwu Xiong
AI4TSAI4Cl
37
0
0
28 Sep 2025
Learning Regional Monsoon Patterns with a Multimodal Attention U-Net
Learning Regional Monsoon Patterns with a Multimodal Attention U-Net
Swaib Ilias Mazumder
Manish Kumar
Aparajita Khan
AI4Cl
25
0
0
27 Sep 2025
Downscaling climate projections to 1 km with single-image super resolution
Downscaling climate projections to 1 km with single-image super resolution
Petr Košťál
Pavel Kordík
Ondřej Podsztavek
AI4Cl
60
0
0
24 Sep 2025
STCast: Adaptive Boundary Alignment for Global and Regional Weather Forecasting
STCast: Adaptive Boundary Alignment for Global and Regional Weather Forecasting
Hao Chen
Tao Han
J. Zhang
Song Guo
Lei Bai
AI4Cl
0
0
0
21 Sep 2025
Data-Driven Reconstruction of Significant Wave Heights from Sparse Observations
Data-Driven Reconstruction of Significant Wave Heights from Sparse Observations
Hongyuan Shi
Yilin Zhai
Ping Dong
Zaijin You
Chao Zhan
Qing Wang
AI4Cl
32
0
0
21 Sep 2025
SamudrACE: Fast and Accurate Coupled Climate Modeling with 3D Ocean and Atmosphere Emulators
SamudrACE: Fast and Accurate Coupled Climate Modeling with 3D Ocean and Atmosphere Emulators
James Duncan
E. Wu
Surya Dheeshjith
Adam Subel
Troy Arcomano
...
Oliver Watt-Meyer
William J. Hurlin
Alistair Adcroft
L. Zanna
Christopher S. Bretherton
AI4Cl
56
1
0
15 Sep 2025
Do machine learning climate models work in changing climate dynamics?
Do machine learning climate models work in changing climate dynamics?
Maria Conchita Agana Navarro
Geng Li
Theo Wolf
María Pérez-Ortiz
AI4ClAI4CE
25
0
0
15 Sep 2025
Distillation of CNN Ensemble Results for Enhanced Long-Term Prediction of the ENSO Phenomenon
Distillation of CNN Ensemble Results for Enhanced Long-Term Prediction of the ENSO Phenomenon
Saghar Ganji
Mohammad Naisipour
Alireza Hassani
Arash Adib
AI4Cl
68
0
0
07 Sep 2025
High-Resolution Global Land Surface Temperature Retrieval via a Coupled Mechanism-Machine Learning Framework
High-Resolution Global Land Surface Temperature Retrieval via a Coupled Mechanism-Machine Learning Framework
Tian Xie
Huanfeng Shen
Menghui Jiang
Juan-Carlos Jiménez-Muñoz
José A. Sobrino
Huifang Li
Chao Zeng
AI4Cl
24
0
0
05 Sep 2025
Finetuning AI Foundation Models to Develop Subgrid-Scale Parameterizations: A Case Study on Atmospheric Gravity Waves
Finetuning AI Foundation Models to Develop Subgrid-Scale Parameterizations: A Case Study on Atmospheric Gravity Waves
Aman Gupta
A. Sheshadri
Sujit Roy
J. Schmude
Vishal Gaur
Wei Ji Leong
M. Maskey
Rahul Ramachandran
AI4Cl
36
0
0
04 Sep 2025
MAUSAM: An Observations-focused assessment of Global AI Weather Prediction Models During the South Asian Monsoon
MAUSAM: An Observations-focused assessment of Global AI Weather Prediction Models During the South Asian Monsoon
Aman Gupta
A. Sheshadri
Dhruv Suri
AI4Cl
20
0
0
02 Sep 2025
LUCIE-3D: A three-dimensional climate emulator for forced responses
LUCIE-3D: A three-dimensional climate emulator for forced responses
Haiwen Guan
T. Arcomano
Ashesh Chattopadhyay
R. Maulik
AI4Cl
44
2
0
02 Sep 2025
IndiaWeatherBench: A Dataset and Benchmark for Data-Driven Regional Weather Forecasting over India
IndiaWeatherBench: A Dataset and Benchmark for Data-Driven Regional Weather Forecasting over India
Tung Nguyen
Harkanwar Singh
Nilay Naharas
Lucas Bandarkar
Aditya Grover
AI4Cl
56
0
0
31 Aug 2025
DeepSeasons: a Deep Learning scale-selecting approach to Seasonal Forecasts
DeepSeasons: a Deep Learning scale-selecting approach to Seasonal Forecasts
A. Navarra
G. G. Navarra
BDLAI4Cl
36
0
0
31 Aug 2025
Huracan: A skillful end-to-end data-driven system for ensemble data assimilation and weather prediction
Huracan: A skillful end-to-end data-driven system for ensemble data assimilation and weather prediction
Zekun Ni
Jonathan A. Weyn
Hang Zhang
Yanfei Xiang
Jiang Bian
Weixin Jin
Kit Thambiratnam
Qi Zhang
Haiyu Dong
Hongyu Sun
BDLAI4Cl
42
0
0
25 Aug 2025
Generative artificial intelligence improves projections of climate extremes
Generative artificial intelligence improves projections of climate extremes
Ruian Tie
Xiaohui Zhong
Z. Shi
Hao Li
Bin Chen
Jun Liu
Wu Libo
AI4Cl
45
0
0
22 Aug 2025
Enhanced predictions of the Madden-Julian oscillation using the FuXi-S2S machine learning model: Insights into physical mechanisms
Enhanced predictions of the Madden-Julian oscillation using the FuXi-S2S machine learning model: Insights into physical mechanisms
Can Cao
Xiaohui Zhong
Lei Chen
Zhiwei Wua
Hao Li
AI4Cl
36
0
0
22 Aug 2025
Numerical models outperform AI weather forecasts of record-breaking extremes
Numerical models outperform AI weather forecasts of record-breaking extremes
Zhongwei Zhang
Erich Fischer
Jakob Zscheischler
Sebastian Engelke
AI4ClELM
88
2
0
21 Aug 2025
MedFormer: a data-driven model for forecasting the Mediterranean Sea
MedFormer: a data-driven model for forecasting the Mediterranean Sea
Italo Epicoco
D. Donno
Gabriele Accarino
Simone Norberti
Alessandro Grandi
...
Silvio Gualdi
Giovanni Aloisio
Simona Masina
Giulio Boccaletti
Antonio Navarra
AI4ClMedIm
40
0
0
16 Aug 2025
Estimating carbon pools in the shelf sea environment: reanalysis or model-informed machine learning?
Estimating carbon pools in the shelf sea environment: reanalysis or model-informed machine learning?
Jozef Skakala
AI4Cl
62
0
0
13 Aug 2025
Data-driven global ocean model resolving ocean-atmosphere coupling dynamics
Data-driven global ocean model resolving ocean-atmosphere coupling dynamics
Jeong-Hwan Kim
Daehyun Kang
Young-Min Yang
Jae-Heung Park
Yoo-Geun Ham
AI4ClAI4CE
47
0
0
31 Jul 2025
Physics-constrained generative machine learning-based high-resolution downscaling of Greenland's surface mass balance and surface temperature
Physics-constrained generative machine learning-based high-resolution downscaling of Greenland's surface mass balance and surface temperature
Nils Bochow
Philipp Hess
Alexander Robinson
AI4Cl
26
0
0
30 Jul 2025
Multiscale Neural PDE Surrogates for Prediction and Downscaling: Application to Ocean Currents
Multiscale Neural PDE Surrogates for Prediction and Downscaling: Application to Ocean Currents
Abdessamad El-Kabid
Loubna Benabbou
Redouane Lguensat
Alex Hernández-García
AI4ClAI4CE
108
0
0
24 Jul 2025
EarthLink: A Self-Evolving AI Agent for Climate Science
EarthLink: A Self-Evolving AI Agent for Climate Science
Zijie Guo
Jiong Wang
Xiaoyu Yue
Wangxu Wei
Zhe Jiang
...
Y. Wang
Tao Chen
Wanli Ouyang
Fenghua Ling
Mengwei He
AI4ClAI4CE
203
0
1
23 Jul 2025
FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scale
FourCastNet 3: A geometric approach to probabilistic machine-learning weather forecasting at scale
Boris Bonev
Thorsten Kurth
Ankur Mahesh
Mauro Bisson
Jean Kossaifi
Karthik Kashinath
Anima Anandkumar
William D. Collins
Michael S. Pritchard
Alexander Keller
AI4Cl
81
5
0
16 Jul 2025
EPT-2 Technical Report
EPT-2 Technical Report
Roberto Molinaro
Niall Siegenheim
Niels Poulsen
Jordan Dane Daubinet
Henry Martin
...
Bogdan Danciu
Nikoo Ekhtiari
Bas Steunebrink
Leonie Wagner
Marvin Vincent Gabler
AI4ClVLM
19
0
0
13 Jul 2025
XiChen: An observation-scalable fully AI-driven global weather forecasting system with 4D variational knowledge
XiChen: An observation-scalable fully AI-driven global weather forecasting system with 4D variational knowledge
Wuxin Wang
Weicheng Ni
Lilan Huang
Tao Hao
Ben Fei
...
Kefeng Deng
Xiaoyong Li
Boheng Duan
Lei Bai
Kaijun Ren
AI4Cl
15
0
0
12 Jul 2025
Investigating the Robustness of Extreme Precipitation Super-Resolution Across Climates
Investigating the Robustness of Extreme Precipitation Super-Resolution Across Climates
Louise Largeau
Erwan Koch
D. Leutwyler
Gregoire Mariethoz
Valerie Chavez-Demoulin
Tom Beucler
AI4Cl
82
0
0
12 Jul 2025
RainShift: A Benchmark for Precipitation Downscaling Across Geographies
RainShift: A Benchmark for Precipitation Downscaling Across Geographies
Paula Harder
Luca Schmidt
Francis Pelletier
Nicole Ludwig
Matthew Chantry
Christian Lessig
Alex Hernandez-Garcia
David Rolnick
AI4Cl
16
0
0
07 Jul 2025
Deep Learning Atmospheric Models Reliably Simulate Out-of-Sample Land Heat and Cold Wave Frequencies
Deep Learning Atmospheric Models Reliably Simulate Out-of-Sample Land Heat and Cold Wave Frequencies
Zilu Meng
Gregory J. Hakim
Wenchang Yang
Gabriel A. Vecchi
AI4ClAI4CE
110
3
0
03 Jul 2025
Do Echo Top Heights Improve Deep Learning Nowcasts?
Do Echo Top Heights Improve Deep Learning Nowcasts?
Peter Pavlík
Marc Schleiss
Anna Bou Ezzeddine
Viera Rozinajová
AI4ClMDE
36
0
0
01 Jul 2025
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