Title
Score-based diffusion nowcasting of GOES imagery Randy J. Chase Katherine Haynes Lander Ver Hoef Imme Ebert-Uphoff DiffM 26 0 0 15 May 2025
RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent BDL AI4Cl 43 0 0 15 May 2025
UNet with Axial Transformer : A Neural Weather Model for Precipitation Nowcasting Maitreya Sonawane Sumit Mamtani 65 0 0 28 Apr 2025
Physical Scales Matter: The Role of Receptive Fields and Advection in Satellite-Based Thunderstorm Nowcasting with Convolutional Neural Networks Christoph Metzl Kianusch Vahid Yousefnia Richard Müller Virginia Poli Miria Celano Tobias Bölle 34 0 0 14 Apr 2025
Temporal Dynamic Embedding for Irregularly Sampled Time Series Mincheol Kim Soo-Yong Shin AI4TS 29 0 0 08 Apr 2025
Explainable AI-Based Interface System for Weather Forecasting Model Soyeon Kim Junho Choi Yeji Choi Subeen Lee Artyom Stitsyuk Minkyoung Park Seongyeop Jeong Youhyun Baek Jaesik Choi XAI 50 2 0 01 Apr 2025
RainScaleGAN: a Conditional Generative Adversarial Network for Rainfall Downscaling Marcello Iotti Paolo Davini Jost von Hardenberg Giuseppe Zappa GAN 74 0 0 17 Mar 2025
GMG: A Video Prediction Method Based on Global Focus and Motion Guided Yuhao Du Hui Liu Haoxiang Peng Xinyuan Chen Chenrong Wu Jiawei Zhang 77 0 0 14 Mar 2025
Transforming Weather Data from Pixel to Latent Space Sijie Zhao Feng Liu Xueliang Zhang Hao Chen Tao Han Junchao Gong R. Tao Pengfeng Xiao Lei Bai Wanli Ouyang 45 0 0 09 Mar 2025
Generative assimilation and prediction for weather and climate Steve Yang Congyi Nai Xinyan Liu W. Li Jie Chao ... Bo Lu Ziniu Xiao Niklas Boers Huiling Yuan Baoxiang Pan AI4CE 71 2 0 04 Mar 2025
Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models Xingzhuo Guo Yu Zhang Baixu Chen Haoran Xu Jianmin Wang Mingsheng Long DiffM AI4TS 48 1 0 02 Mar 2025
BeamVQ: Beam Search with Vector Quantization to Mitigate Data Scarcity in Physical Spatiotemporal Forecasting Weiyan Wang Xingjian Shi Ruiqi Shu Yuan Gao Rui Chen ... Shuaipeng Li Yangyu Tao Di Wang Hao Wu Xiaomeng Huang 69 0 0 26 Feb 2025
High-Dynamic Radar Sequence Prediction for Weather Nowcasting Using Spatiotemporal Coherent Gaussian Representation Ziye Wang Yiran Qin Lin Zeng Ruimao Zhang 65 0 0 24 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 60 1 0 24 Jan 2025
Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models P. Hess Markus Drüke S. Petri Felix M. Strnad Niklas Boers 46 60 0 03 Jan 2025
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events Ayush Khot Xihaier Luo Ai Kagawa Shinjae Yoo EDL BDL 81 0 0 18 Dec 2024
Data-driven Precipitation Nowcasting Using Satellite Imagery Young-Jae Park Doyi Kim Minseok Seo Hae-Gon Jeon Yeji Choi AI4Cl 80 0 0 16 Dec 2024
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data Yihe Zhang Bryce Turney Purushottam Sigdel Xu Yuan Eric Rappin ... Lu Peng Sercan Aygün Yazhou Tu M. H. Najafi N. Tzeng 80 1 0 11 Dec 2024
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
Fourier Amplitude and Correlation Loss: Beyond Using L2 Loss for Skillful Precipitation Nowcasting Chiu-Wai Yan Shi Quan Foo Van Hoan Trinh Dit-Yan Yeung Ka-Hing Wong W. Wong 42 1 0 30 Oct 2024
Extreme Precipitation Nowcasting using Multi-Task Latent Diffusion Models Li Chaorong Ling Xudong Yang Qiang Qin Fengqing Huang Yuanyuan 38 0 0 18 Oct 2024
Precipitation Nowcasting Using Diffusion Transformer with Causal Attention Chaorong Li Xudong Ling YiLan Xue Wenjie Luo Lihong Zhu Fengqing Qin Yaodong Zhou Yuanyuan Huang 32 0 0 17 Oct 2024
Multi-Source Temporal Attention Network for Precipitation Nowcasting Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent AI4Cl 32 0 0 11 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 56 1 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
StreamEnsemble: Predictive Queries over Spatiotemporal Streaming Data Anderson Chaves Eduardo S. Ogasawara P. Valduriez Fábio Porto AI4TS 24 0 0 30 Sep 2024
Inferring Thunderstorm Occurrence from Vertical Profiles of Convection-Permitting Simulations: Physical Insights from a Physical Deep Learning Model Kianusch Vahid Yousefnia Tobias Bölle Christoph Metzl 30 0 0 30 Sep 2024
WeatherReal: A Benchmark Based on In-Situ Observations for Evaluating Weather Models Weixin Jin Jonathan A. Weyn Pengcheng Zhao Siqi Xiang Jiang Bian Zuliang Fang Haiyu Dong Hongyu Sun Kit Thambiratnam Qi Zhang 31 1 0 14 Sep 2024
LogoRA: Local-Global Representation Alignment for Robust Time Series Classification Huanyu Zhang Yi-Fan Zhang Zhang Zhang Qingsong Wen Liwen Wang AI4TS 29 1 0 12 Sep 2024
FATE: Focal-modulated Attention Encoder for Temperature Prediction Tajamul Ashraf Janibul Bashir 23 0 0 21 Aug 2024
Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling Jaideep Pathak Y. Cohen Piyush Garg Peter Harrington Noah D. Brenowitz ... Morteza Mardani Arash Vahdat Shaoming Xu K. Kashinath Michael Pritchard DiffM AI4Cl 45 8 0 20 Aug 2024
Personalized Federated Learning for improving radar based precipitation nowcasting on heterogeneous areas Judith Sáinz-Pardo Díaz María Castrillo Juraj Bartok Ignacio Heredia Cachá Irina Malkin Ondík Ivan Martynovskyi Khadijeh Alibabaei Lisana Berberi Valentin Kozlov Álvaro López García 34 1 0 11 Aug 2024
Data driven weather forecasts trained and initialised directly from observations Anthony McNally Christian Lessig Peter Lean Eulalie Boucher Mihai Alexe ... Marcin Chrust F. Pinault Ethel Villeneuve Niels Bormann Sean Healy AI4Cl 20 9 0 22 Jul 2024
PredBench: Benchmarking Spatio-Temporal Prediction across Diverse Disciplines Zidong Wang Zeyu Lu Di Huang Tong He Xihui Liu Wanli Ouyang Lei Bai 46 5 0 11 Jul 2024
GPTCast: a weather language model for precipitation nowcasting Gabriele Franch Elena Tomasi Rishabh Wanjari V. Poli Chiara Cardinali P. Alberoni M. Cristoforetti 27 1 0 02 Jul 2024
Advancing operational PM2.5 forecasting with dual deep neural networks (D-DNet) Shengjuan Cai Fangxin Fang V. Peuch Mihai Alexe I. M. Navon Yanghua Wang AI4Cl AI4CE 30 0 0 27 Jun 2024
A Likelihood-Based Generative Approach for Spatially Consistent Precipitation Downscaling Jose González-Abad 41 0 0 26 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
Precipitation Nowcasting Using Physics Informed Discriminator Generative Models Junzhe Yin Cristian Meo Ankush Roy Zeineh Bou Cher Yanbo Wang R. Imhoff R. Uijlenhoet Justin Dauwels 47 0 0 14 Jun 2024
Deep learning for precipitation nowcasting: A survey from the perspective of time series forecasting Sojung An Tae-Jin Oh Eunha Sohn Donghyun Kim AI4TS 59 7 0 07 Jun 2024
ACE Metric: Advection and Convection Evaluation for Accurate Weather Forecasting Doyi Kim Minseok Seo Yeji Choi 34 0 0 07 Jun 2024
Capturing Climatic Variability: Using Deep Learning for Stochastic Downscaling Kiri Daust Adam Monahan 64 2 0 31 May 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
CogDPM: Diffusion Probabilistic Models via Cognitive Predictive Coding Kaiyuan Chen Xingzhuo Guo Yu Zhang Jianmin Wang Mingsheng Long DiffM 41 1 0 03 May 2024
Four-hour thunderstorm nowcasting using deep diffusion models of satellite Kuai Dai Xutao Li Junying Fang Yunming Ye Demin Yu Di Xian Danyu Qin Danyu Qin Jingsong Wang AI4Cl 45 1 0 16 Apr 2024
ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs Yogesh Verma Markus Heinonen Vikas K. Garg AI4CE 33 27 0 15 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
Enhanced Precision in Rainfall Forecasting for Mumbai: Utilizing Physics Informed ConvLSTM2D Models for Finer Spatial and Temporal Resolution Ajay Devda Akshay Sunil R. Murthy B. Deepthi 32 1 0 01 Apr 2024
Extreme Precipitation Nowcasting using Transformer-based Generative Models Cristian Meo Ankush Roy Mircea Lica Junzhe Yin Zeineb Bou Che Yanbo Wang R. Imhoff R. Uijlenhoet Justin Dauwels 31 3 0 06 Mar 2024
Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning P. Hess Michael Aich Baoxiang Pan Niklas Boers AI4Cl 33 0 0 05 Mar 2024