AI for Climate

AI4Cl

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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Bridging Artificial Intelligence and Data Assimilation: The Data-driven Ensemble Forecasting System ClimaX-LETKF Akira Takeshima Kenta Shiraishi Atsushi Okazaki Tadashi Tsuyuki Shunji Kotsuki BDL AI4Cl 81 0 0 16 Dec 2025
Skillful Subseasonal-to-Seasonal Forecasting of Extreme Events with a Multi-Sphere Coupled Probabilistic Model Bin Mu Yuxuan Chen Shijin Yuan Bo Qin Hao Guo AI4Cl 0 0 0 14 Dec 2025
MeltwaterBench: Deep learning for spatiotemporal downscaling of surface meltwater Björn Lütjens Patrick Alexander Raf Antwerpen Til Widmann Guido Cervone Marco Tedesco AI4Cl 75 0 0 13 Dec 2025
A Diffusion-Based Framework for High-Resolution Precipitation Forecasting over CONUS Marina Vicens-Miquel Amy McGovern Aaron J. Hill Efi Foufoula-Georgiou Clement Guilloteau Samuel S. P. Shen DiffM AI4Cl 56 0 0 09 Dec 2025
China Regional 3km Downscaling Based on Residual Corrective Diffusion Model Honglu Sun Hao Jing Zhixiang Dai Sa Xiao Wei Xue Jian Sun Qifeng Lu DiffM AI4Cl 180 0 0 05 Dec 2025
FuXi-Nowcast: Meet the longstanding challenge of convective initiation in nowcasting Lei Chen Zijian Zhu Xiaoran Zhuang Tianyuan Qi Yuxuan Feng Xiaohui Zhong Hao Li AI4Cl AI4CE 136 0 0 03 Dec 2025
Observation-driven correction of numerical weather prediction for marine winds Matteo Peduto Qidong Yang Jonathan Giezendanner Devis Tuia Sherrie Wang AI4Cl 56 0 0 03 Dec 2025
Retrofitting Earth System Models with Cadence-Limited Neural Operator Updates Aniruddha Bora Shixuan Zhang Khemraj Shukla Bryce Harrop George Em. Karniadakis L. Ruby Leung AI4Cl AI4CE 176 0 0 02 Dec 2025
On Global Applicability and Location Transferability of Generative Deep Learning Models for Precipitation Downscaling Paula Harder Christian Lessig Matthew Chantry Francis Pelletier David Rolnick AI4Cl 100 0 0 01 Dec 2025
High-Resolution Probabilistic Data-Driven Weather Modeling with a Stretched-Grid Even Marius Nordhagen Håvard Homleid Haugen Aram Farhad Shafiq Salihi Magnus Sikora Ingstad Thomas Nils Nipen ... Mariana Clare Simon Lang Matthew Chantry Peter Dueben Jørn Kristiansen AI4Cl 202 0 0 28 Nov 2025
OceanForecastBench: A Benchmark Dataset for Data-Driven Global Ocean Forecasting Haoming Jia Yi Han X. Wang Huizan Wang Wei Wu Jianming Zheng Peikun Xiao AI4Cl 255 0 0 24 Nov 2025
Cloud4D: Estimating Cloud Properties at a High Spatial and Temporal Resolution Jacob Lin Edward Gryspeerdt Ronald Clark AI4Cl 331 0 0 24 Nov 2025
Four decades of circumpolar super-resolved satellite land surface temperature data Sonia Dupuis Nando Metzger Konrad Schindler Frank Göttsche Stefan Wunderle AI4Cl 138 0 0 21 Nov 2025
A Comparison of Lightweight Deep Learning Models for Particulate-Matter Nowcasting in the Indian Subcontinent & Surrounding Regions Ansh Kushwaha Kaushik Gopalan AI4Cl 256 0 0 14 Nov 2025
Oya: Deep Learning for Accurate Global Precipitation Estimation Emmanuel Asiedu Brempong Mohammed Alewi Hassen MohamedElfatih MohamedKhair Vusumuzi Dube Santiago Hincapie Potes Olivia Graham Amanie Brik A. McGovern George Huffman Jason Hickey AI4Cl 168 0 0 13 Nov 2025
Advancing Ocean State Estimation with efficient and scalable AI Yanfei Xiang Yuan Gao Hao Wu Quan Zhang Hao Wu Xiao Zhou X. Wu Xiaomeng Huang AI4Cl AI4CE 156 0 0 08 Nov 2025
SSTODE: Ocean-Atmosphere Physics-Informed Neural ODEs for Sea Surface Temperature Prediction Z. L. Jiang Wei Wang Gaowei Zhang Y. Wang AI4Cl 229 0 0 07 Nov 2025
Nowcast3D: Reliable precipitation nowcasting via gray-box learning Huaguan Chen Wei Han Haofei Sun Ning Lin Xingtao Song ... Yang Liu Ji-Rong Wen Xiaoye Zhang Xueshun Shen Hao Sun AI4Cl 406 0 0 06 Nov 2025
A Probabilistic U-Net Approach to Downscaling Climate Simulations Maryam Alipourhajiagha Pierre-Louis Lemaire Youssef Diouane Julie Carreau AI4Cl 351 0 0 05 Nov 2025
Enhancing Heavy Rain Nowcasting with Multimodal Data: Integrating Radar and Satellite Observations Rama Kassoumeh David Rügamer Henning Oppel AI4Cl 220 0 0 01 Nov 2025
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 211 0 0 30 Oct 2025
Leveraging an Atmospheric Foundational Model for Subregional Sea Surface Temperature Forecasting Víctor Medina Giovanny C-Londoño Javier Sánchez AI4Cl 404 0 0 29 Oct 2025
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 204 0 0 28 Oct 2025
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 228 0 0 27 Oct 2025
A Review of End-to-End Precipitation Prediction Using Remote Sensing Data: from Divination to Machine Learning Yugong Zeng Jonathan Wu AI4Cl 156 0 0 26 Oct 2025
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 AI4Cl AI4CE 269 1 0 23 Oct 2025
CSU-PCAST: A Dual-Branch Transformer Framework for medium-range ensemble Precipitation Forecasting Tianyi Xiong Haonan Chen AI4Cl 278 0 0 23 Oct 2025
A Physics-Guided AI Cascaded Corrector Model Significantly Extends Madden-Julian Oscillation Prediction Skill Xiao Zhou Yuze Sun Jie Wu Xiaomeng Huang AI4Cl 298 0 0 20 Oct 2025
A Storm-Centric 250 m NEXRAD Level-II Dataset for High-Resolution ML Nowcasting Andy Shi AI4Cl 124 0 0 15 Oct 2025
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 180 1 0 15 Oct 2025
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 AI4Cl AI4CE 152 0 0 12 Oct 2025
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 138 0 0 10 Oct 2025
Developing a Sequential Deep Learning Pipeline to Model Alaskan Permafrost Thaw Under Climate Change Addina Rahaman AI4Cl AI4CE 160 0 0 05 Oct 2025
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 163 0 0 04 Oct 2025
The Equilibrium Response of Atmospheric Machine-Learning Models to Uniform Sea Surface Temperature Warming Bosong Zhang Timothy M. Merlis AI4Cl 144 3 0 02 Oct 2025
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 184 0 0 02 Oct 2025
Parametric modeling of shear wave velocity profiles for the conterminous U.S Morgan D. Sanger Brett W. Maurer AI4Cl 104 0 0 01 Oct 2025
EnScale: Temporally-consistent multivariate generative downscaling via proper scoring rules Maybritt Schillinger Maxim Samarin Xinwei Shen R. Knutti N. Meinshausen DiffM AI4Cl 229 4 0 30 Sep 2025
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 112 1 0 28 Sep 2025
How Effective Are Time-Series Models for Precipitation Nowcasting? A Comprehensive Benchmark for GNSS-based Precipitation Nowcasting Y. Zhang Shengwu Xiong Henan Wang Shengwu Xiong Jiawang Peng Yuqiang Zhang Chen Zhou Hua Chen Qile Zhao Pengfei Duan AI4TS AI4Cl 224 0 0 28 Sep 2025
Learning Regional Monsoon Patterns with a Multimodal Attention U-Net Swaib Ilias Mazumder Manish Kumar Aparajita Khan AI4Cl 149 0 0 27 Sep 2025
Downscaling climate projections to 1 km with single-image super resolution Petr Košťál Pavel Kordík Ondřej Podsztavek AI4Cl 240 0 0 24 Sep 2025
Data-Driven Reconstruction of Significant Wave Heights from Sparse Observations Hongyuan Shi Yilin Zhai Ping Dong Zaijin You Chao Zhan Qing Wang AI4Cl 152 0 0 21 Sep 2025
STCast: Adaptive Boundary Alignment for Global and Regional Weather Forecasting Hao Chen Tao Han J. Zhang Song Guo Wenlong Zhang AI4Cl 137 0 0 21 Sep 2025
Do machine learning climate models work in changing climate dynamics? Maria Conchita Agana Navarro Geng Li Theo Wolf María Pérez-Ortiz AI4Cl AI4CE 143 0 0 15 Sep 2025
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 166 3 0 15 Sep 2025
Distillation of CNN Ensemble Results for Enhanced Long-Term Prediction of the ENSO Phenomenon Saghar Ganji Mohammad Naisipour Alireza Hassani Arash Adib AI4Cl 121 0 0 07 Sep 2025
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 147 0 0 05 Sep 2025
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 133 0 0 04 Sep 2025
LUCIE-3D: A three-dimensional climate emulator for forced responses Haiwen Guan T. Arcomano Ashesh Chattopadhyay R. Maulik AI4Cl 186 4 0 02 Sep 2025

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