Title
LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data Antony Sikorski Michael I. Ivanitskiy Nathan Lenssen Douglas Nychka Daniel McKenzie DiffM 24 0 0 14 May 2025
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation Gérome Andry François Rozet Sacha Lewin Omer Rochman Victor Mangeleer Matthias Pirlet Elise Faulx Marilaure Grégoire Gilles Louppe AI4Cl 66 1 0 25 Apr 2025
CNCast: Leveraging 3D Swin Transformer and DiT for Enhanced Regional Weather Forecasting Hongli Liang Yuanting Zhang Qingye Meng Shuangshuang He Xingyuan Yuan 51 0 0 16 Mar 2025
Transforming Weather Data from Pixel to Latent Space Sijie Zhao Feng Liu Xueliang Zhang Hao Chen Tao Han Junchao Gong R. Tao P. Xiao Lei Bai Wanli Ouyang 42 0 0 09 Mar 2025
Weakly-Constrained 4D Var for Downscaling with Uncertainty using Data-Driven Surrogate Models Philip Dinenis Vishwas Rao Mihai Anitescu 70 0 0 04 Mar 2025
CirT: Global Subseasonal-to-Seasonal Forecasting with Geometry-inspired Transformer Yang Liu Zinan Zheng Jiashun Cheng Fugee Tsung Deli Zhao Yu Rong Jiajun Li 83 1 0 27 Feb 2025
AtmosSci-Bench: Evaluating the Recent Advance of Large Language Model for Atmospheric Science Chenyue Li Wen Deng Mengqian Lu Binhang Yuan ELM AI4Cl LRM 90 0 0 03 Feb 2025
Kolmogorov Arnold Neural Interpolator for Downscaling and Correcting Meteorological Fields from In-Situ Observations Zili Liu Hao Chen Junlin Wu Wenyuan Li Zhengxia Zou Zhenwei Shi 48 1 0 24 Jan 2025
InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling Yi Wang Xinhao Li Ziang Yan Yinan He Jiashuo Yu ... Kai Chen Wenhai Wang Yu Qiao Yali Wang Limin Wang 89 19 0 21 Jan 2025
DuoCast: Duo-Probabilistic Meteorology-Aware Model for Extended Precipitation Nowcasting Penghui Wen Lei Bai Mengwei He Patrick Filippi Feng Zhang Thomas Francis Bishop Zhiyong Wang Kun Hu 77 0 0 02 Dec 2024
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts Jussi Leinonen Boris Bonev Thorsten Kurth Y. Cohen 30 0 0 24 Oct 2024
Data-driven rainfall prediction at a regional scale: a case study with Ghana Indrajit Kalita Lucia Vilallonga Yves Atchade AI4Cl 32 1 0 17 Oct 2024
Gridded Transformer Neural Processes for Large Unstructured Spatio-Temporal Data Matthew Ashman Cristiana-Diana Diaconu Eric Langezaal Adrian Weller Richard E. Turner AI4TS 36 1 0 09 Oct 2024
Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather Forecasting Peiyuan Liu Tian Zhou Liang Sun Rong Jin AI4CE 32 0 0 09 Oct 2024
PostCast: Generalizable Postprocessing for Precipitation Nowcasting via Unsupervised Blurriness Modeling Junchao Gong Siwei Tu Weidong Yang Ben Fei Kun Chen Wenlong Zhang Xiaokang Yang Wanli Ouyang Lei Bai DiffM 24 2 0 08 Oct 2024
HR-Extreme: A High-Resolution Dataset for Extreme Weather Forecasting Nian Ran Peng Xiao Yue Wang Wesley Shi Jianxin Lin Qi Meng Richard Allmendinger AI4Cl 44 0 0 27 Sep 2024
Prithvi WxC: Foundation Model for Weather and Climate J. Schmude Sujit Roy Will Trojak Johannes Jakubik Daniel Salles Civitarese ... Campbell Watson M. Maskey Tsengdar J Lee Juan Bernabé-Moreno Rahul Ramachandran VLM AI4Cl 36 10 0 20 Sep 2024
RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models Pritthijit Nath Henry Moss Emily Shuckburgh Mark Webb AI4Cl AI4CE 34 0 0 28 Aug 2024
Efficient fine-tuning of 37-level GraphCast with the Canadian global deterministic analysis Christopher Subich 36 1 0 26 Aug 2024
MambaDS: Near-Surface Meteorological Field Downscaling with Topography Constrained Selective State Space Modeling Zili Liu Hao Chen Lei Bai Wenyuan Li Wanli Ouyang Zhengxia Zou Zhenwei Shi Mamba 42 5 0 20 Aug 2024
MetMamba: Regional Weather Forecasting with Spatial-Temporal Mamba Model Haoyu Qin Yungang Chen Qianchuan Jiang Pengchao Sun Xiancai Ye Chao Lin Mamba AI4CE 31 1 0 12 Aug 2024
FuXi Weather: An end-to-end machine learning weather data assimilation and forecasting system Xiuyu Sun Xiaohui Zhong Xiaoze Xu Yuanqing Huang Hao Li Jie Feng Wei Han Libo Wu Yuan Qi AI4Cl 36 4 0 10 Aug 2024
Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural Operators Ankur Mahesh William D. Collins Boris Bonev Noah D. Brenowitz Y. Cohen ... Michael S. Pritchard David Pruitt Mark Risser Shashank Subramanian Jared Willard 60 9 0 06 Aug 2024
State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics Zhuoyuan Li Bin Dong Linyue Chu 36 0 0 31 Jul 2024
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent space Shuangliang Li Siwei Li 40 0 0 27 Jul 2024
Power-LLaVA: Large Language and Vision Assistant for Power Transmission Line Inspection Jiahao Wang Mingxuan Li Haichen Luo Jinguo Zhu A. Yang M. Rong Xiaohua Wang 27 3 0 27 Jul 2024
PredBench: Benchmarking Spatio-Temporal Prediction across Diverse Disciplines Zidong Wang Zeyu Lu Di Huang Tong He Xihui Liu Wanli Ouyang Lei Bai 41 5 0 11 Jul 2024
Leveraging data-driven weather models for improving numerical weather prediction skill through large-scale spectral nudging S. Husain L. Šeparović Jean-François Caron R. Aider Mark Buehner ... Ron McTaggart-Cowan Christopher Subich P. Vaillancourt Jing Yang A. Zadra 20 8 0 08 Jul 2024
Distributional Regression U-Nets for the Postprocessing of Precipitation Ensemble Forecasts Romain Pic Clément Dombry Philippe Naveau Maxime Taillardat 34 0 0 02 Jul 2024
Proper Scoring Rules for Multivariate Probabilistic Forecasts based on Aggregation and Transformation Romain Pic Clément Dombry Philippe Naveau Maxime Taillardat AI4TS 36 0 0 30 Jun 2024
VarteX: Enhancing Weather Forecast through Distributed Variable Representation Ayumu Ueyama Kazuhiko Kawamoto Hiroshi Kera 28 0 0 28 Jun 2024
Long-Term Prediction Accuracy Improvement of Data-Driven Medium-Range Global Weather Forecast Yifan Hu Fukang Yin Weimin Zhang Kaijun Ren Junqiang Song Kefeng Deng Di Zhang AI4Cl 40 0 0 26 Jun 2024
Probabilistic Emulation of a Global Climate Model with Spherical DYffusion Salva Rühling Cachay Brian Henn Oliver Watt-Meyer Christopher S. Bretherton Rose Yu SyDa AI4Cl 34 7 0 21 Jun 2024
SRViT: Vision Transformers for Estimating Radar Reflectivity from Satellite Observations at Scale Jason Stock Kyle Hilburn Imme Ebert-Uphoff Charles Anderson 40 1 0 20 Jun 2024
Valid Error Bars for Neural Weather Models using Conformal Prediction Vignesh Gopakumar Joel Oskarrson Ander Gray L. Zanisi Stanislas Pamela Daniel Giles Matt Kusner M. Deisenroth 30 0 0 20 Jun 2024
WeatherQA: Can Multimodal Language Models Reason about Severe Weather? Chengqian Ma Zhanxiang Hua Alexandra K. Anderson-Frey Vikram Iyer Xin Liu Lianhui Qin 41 3 0 17 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 44 27 0 16 Jun 2024
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 BDL AI4Cl 32 14 0 12 Jun 2024
FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation Kun Chen Tao Chen Peng Ye Hao Chen Kang Chen Tao Han Wanli Ouyang Lei Bai 30 1 0 03 Jun 2024
SFANet: Spatial-Frequency Attention Network for Weather Forecasting Jiaze Wang Hao Chen Hongcan Xu Jinpeng Li Bo-Lan Wang Kun Shao Furui Liu Huaxi Chen Guangyong Chen Pheng-Ann Heng 64 0 0 29 May 2024
Defining error accumulation in ML atmospheric simulators R. Parthipan Mohit Anand Hannah M. Christensen J. S. Hosking Damon J. Wischik 29 1 0 23 May 2024
Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling Wanghan Xu Fenghua Ling Wenlong Zhang Tao Han Hao Chen Wanli Ouyang Lei Bai AI4CE 34 5 0 22 May 2024
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet Melissa Adrian Daniel Sanz-Alonso Rebecca Willett 36 4 0 21 May 2024
CaFA: Global Weather Forecasting with Factorized Attention on Sphere Zijie Li Anthony Y. Zhou Saurabh Patil A. Farimani 42 6 0 12 May 2024
Decomposing weather forecasting into advection and convection with neural networks Mengxuan Chen Ziqi Yuan Jinxiao Zhang Runmin Dong Haohuan Fu 43 0 0 10 May 2024
FuXi-ENS: A machine learning model for medium-range ensemble weather forecasting Xiaohui Zhong Lei Chen Hao Li Jun Liu Xu Fan ... Kan Dai Jing-Jia Luo Jie Wu Yuan Qi Bo Lu AI4Cl 28 11 0 09 May 2024
EWMoE: An effective model for global weather forecasting with mixture-of-experts Lihao Gan Xin Man Chenghong Zhang Jie Shao 35 1 0 09 May 2024
On the Foundations of Earth and Climate Foundation Models Xiao Xiang Zhu Zhitong Xiong Yi Wang Adam J. Stewart Konrad Heidler Yuanyuan Wang Zhenghang Yuan Thomas Dujardin Qingsong Xu Yilei Shi AI4Cl AI4CE 28 21 0 07 May 2024
Analyzing and Exploring Training Recipes for Large-Scale Transformer-Based Weather Prediction Jared Willard Peter Harrington Shashank Subramanian Ankur Mahesh Travis A. O'Brien William D. Collins AI4TS 47 7 0 30 Apr 2024
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme Events Olivier C. Pasche Jonathan Wider Zhongwei Zhang Jakob Zscheischler Sebastian Engelke AI4Cl 37 10 0 26 Apr 2024