Title
Forecasting the Future with Future Technologies: Advancements in Large Meteorological Models Hailong Shu Yue Wang Weiwei Song Huichuang Guo Zhen Song AI4Cl AI4CE 18 1 0 10 Apr 2024
DiffObs: Generative Diffusion for Global Forecasting of Satellite Observations Jason Stock Jaideep Pathak Y. Cohen Michael S. Pritchard Piyush Garg Dale Durran Morteza Mardani Noah D. Brenowitz 43 5 0 04 Apr 2024
Global Vegetation Modeling with Pre-Trained Weather Transformers Pascal Janetzky Florian Gallusser Simon Hentschel Andreas Hotho Anna Krause 16 0 0 27 Mar 2024
Interpretable Machine Learning for Weather and Climate Prediction: A Survey Ruyi Yang Jingyu Hu Zihao Li Jianli Mu Tingzhao Yu Jiangjiang Xia Xuhong Li Aritra Dasgupta Haoyi Xiong AI4CE 31 4 0 24 Mar 2024
An ensemble of data-driven weather prediction models for operational sub-seasonal forecasting Jonathan A. Weyn Divya Kumar Jeremy Berman Najeeb Kazmi Sylwester Klocek Pete Luferenko Kit Thambiratnam AI4Cl 27 1 0 22 Mar 2024
Foundation Models for Time Series Analysis: A Tutorial and Survey Yuxuan Liang Haomin Wen Yuqi Nie Yushan Jiang Ming Jin Dongjin Song Shirui Pan Qingsong Wen AI4TS AI4CE 89 115 0 21 Mar 2024
KARINA: An Efficient Deep Learning Model for Global Weather Forecast Minjong Cheon Yo-Hwan Choi Seon-Yu Kang Yumi Choi Jeong-Gil Lee Daehyun Kang 32 3 0 13 Mar 2024
ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution Zhen-Qiang Zhou Qihe Huang Binwu Wang Jianpeng Hou Kuo Yang Yuxuan Liang Yang Wang AI4TS 32 2 0 04 Mar 2024
Global Tropical Cyclone Intensity Forecasting with Multi-modal Multi-scale Causal Autoregressive Model Xinyu Wang Kang Chen Lei Liu Tao Han Bin Li Lei Bai AI4Cl 13 3 0 16 Feb 2024
Weather Prediction with Diffusion Guided by Realistic Forecast Processes Zhanxiang Hua Yutong He Chengqian Ma Alexandra K. Anderson-Frey DiffM AI4CE 29 7 0 06 Feb 2024
ExtremeCast: Boosting Extreme Value Prediction for Global Weather Forecast Wanghan Xu Kang Chen Tao Han Hao Chen Wanli Ouyang Lei Bai AI4Cl 21 9 0 02 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
Improving Global Weather and Ocean Wave Forecast with Large Artificial Intelligence Models Fenghua Ling Ouyang Lin Boufeniza Redouane Larbi Jing-Jia Luo Tao Han Xiaohui Zhong Lei Bai AI4Cl AI4CE 17 2 0 30 Jan 2024
A Practical Probabilistic Benchmark for AI Weather Models Noah D. Brenowitz Y. Cohen Jaideep Pathak Ankur Mahesh Boris Bonev Thorsten Kurth Dale Durran Peter Harrington Michael S. Pritchard 41 12 0 27 Jan 2024
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting Yutong Xiong Xun Zhu Ming Wu Weiqing Li Fanbin Mo Chuang Zhang Bin Zhang AI4TS 14 1 0 26 Jan 2024
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New Method Zili Liu Hao Chen Lei Bai Wenyuan Li Keyan Chen Zhengyi Wang Wanli Ouyang Zhengxia Zou Z. Shi 47 4 0 22 Jan 2024
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather Modeling Wenyuan Li Zili Liu Keyan Chen Hao Chen Shunlin Liang Zhengxia Zou Z. Shi AI4CE 25 10 0 04 Jan 2024
GenCast: Diffusion-based ensemble forecasting for medium-range weather Ilan Price Alvaro Sanchez-Gonzalez Ferran Alet Tom R. Andersson Andrew El-Kadi ... Jacklynn Stott Shakir Mohamed Peter W. Battaglia Rémi R. Lam Matthew Willson 31 109 0 25 Dec 2023
Towards an end-to-end artificial intelligence driven global weather forecasting system Kun Chen Lei Bai Fenghua Ling Peng Ye Tao Chen ... Hao Chen Yi Xiao Kang Chen Tao Han Wanli Ouyang AI4Cl 21 16 0 18 Dec 2023
ResoNet: Robust and Explainable ENSO Forecasts with Hybrid Convolution and Transformer Networks Pumeng Lyu Tao Tang Fenghua Ling Jing-Jia Luo Niklas Boers Wanli Ouyang Lei Bai 22 5 0 16 Dec 2023
FengWu-4DVar: Coupling the Data-driven Weather Forecasting Model with 4D Variational Assimilation Yi Xiao Lei Bai Wei Xue Kang Chen Tao Han Wanli Ouyang AI4Cl 20 24 0 16 Dec 2023
Scaling transformer neural networks for skillful and reliable medium-range weather forecasting Tung Nguyen Rohan Shah Hritik Bansal T. Arcomano Sandeep Madireddy R. Maulik V. Kotamarthi Ian Foster Aditya Grover AI4TS 19 57 0 06 Dec 2023
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 34 24 0 05 Dec 2023
Kunyu: A High-Performing Global Weather Model Beyond Regression Losses Zekun Ni 31 3 0 04 Dec 2023
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 36 17 0 07 Nov 2023
Sim2Real for Environmental Neural Processes Jonas Scholz Tom R. Andersson Anna Vaughan James Requeima Richard Turner 18 3 0 30 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 117 0 16 Oct 2023
WeatherGNN: Exploiting Meteo- and Spatial-Dependencies for Local Numerical Weather Prediction Bias-Correction Binqing Wu Weiqiu Chen Wengwei Wang Bingqing Peng Liang Sun Ling Chen 13 5 0 09 Oct 2023
PostRainBench: A comprehensive benchmark and a new model for precipitation forecasting Yujin Tang Jiaming Zhou Xiang Pan Zeying Gong Junwei Liang AI4Cl 11 3 0 04 Oct 2023
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 59 42 0 03 Oct 2023
Graph-based Neural Weather Prediction for Limited Area Modeling Leo Feng Tomas Landelius Yoshua Bengio AI4CE 30 11 0 29 Sep 2023
Latent assimilation with implicit neural representations for unknown dynamics Zhuoyuan Li Bin Dong Pingwen Zhang AI4CE 24 3 0 18 Sep 2023
On some limitations of data-driven weather forecasting models Massimo Bonavita 22 9 0 15 Sep 2023
Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh Matthias Karlbauer Nathaniel Cresswell-Clay Dale Durran Raul A Moreno Thorsten Kurth Boris Bonev Noah D. Brenowitz Martin Volker Butz MDE 28 20 0 11 Sep 2023
WeatherBench 2: A benchmark for the next generation of data-driven global weather models S. Rasp Stephan Hoyer Alexander Merose I. Langmore Peter W. Battaglia ... Carla Bromberg Jared Sisk Luke Barrington Aaron Bell Fei Sha AI4Cl 30 107 0 29 Aug 2023
AtmoRep: A stochastic model of atmosphere dynamics using large scale representation learning C. Lessig Ilaria Luise Bing Gong M. Langguth S. Stadtler Martin G. Schultz 15 29 0 25 Aug 2023
Fourier neural operator for real-time simulation of 3D dynamic urban microclimate W. Peng Shaoxiang Qin Senwen Yang Jianchun Wang Xue Liu L. Wang AI4CE 18 30 0 08 Aug 2023
AI-GOMS: Large AI-Driven Global Ocean Modeling System Wei Xiong Yanfei Xiang Hao Wu Shuyi Zhou Yuze Sun Muyuan Ma Xiaomeng Huang AI4Cl AI4CE 32 19 0 06 Aug 2023
PreDiff: Precipitation Nowcasting with Latent Diffusion Models Zhihan Gao Xingjian Shi Boran Han Hongya Wang Xiaoyong Jin Danielle C. Maddix Yi Zhu Mu Li Bernie Wang BDL DiffM 40 56 0 19 Jul 2023
FuXi: A cascade machine learning forecasting system for 15-day global weather forecast Lei Chen Xiaohui Zhong Feng-jun Zhang Yuan Cheng Yinghui Xu Yuan Qi Hao Li AI4Cl 28 205 0 22 Jun 2023
Deep Learning for Day Forecasts from Sparse Observations Marcin Andrychowicz L. Espeholt Di Li Samier Merchant Alexander Merose Fred Zyda Shreya Agrawal Nal Kalchbrenner AI4Cl 31 63 0 06 Jun 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 43 5 0 06 Apr 2023