W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting

18 April 2023

Papers citing "W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting"

22 / 22 papers shown

Title
A Physics-guided Multimodal Transformer Path to Weather and Climate Sciences Jing Han Hanting Chen Kai Han X. Huang Yongyun Hu Wenjun Xu Dacheng Tao Ping Zhang AI4CE 39 0 0 19 Apr 2025
Self-Supervised Learning with Probabilistic Density Labeling for Rainfall Probability Estimation Junha Lee Sojung An Sujeong You Namik Cho 67 0 0 08 Dec 2024
Can AI weather models predict out-of-distribution gray swan tropical cyclones? Y. Qiang Sun P. Hassanzadeh Mohsen Zand A. Chattopadhyay J. Weare D. Abbot 32 7 0 19 Oct 2024
Exploring the design space of deep-learning-based weather forecasting systems Shoaib Ahmed Siddiqui Jean Kossaifi Boris Bonev Christopher Choy Jan Kautz David M. Krueger Kamyar Azizzadenesheli AI4CE OOD 20 3 0 09 Oct 2024
VarteX: Enhancing Weather Forecast through Distributed Variable Representation Ayumu Ueyama Kazuhiko Kawamoto Hiroshi Kera 28 0 0 28 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 42 27 0 16 Jun 2024
ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts Samar Khanna Medhanie Irgau David B. Lobell Stefano Ermon VLM 30 4 0 16 Jun 2024
Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models Shengchao Chen Guodong Long Jing Jiang Chengqi Zhang 46 4 0 24 May 2024
WeatherFormer: A Pretrained Encoder Model for Learning Robust Weather Representations from Small Datasets Adib Hasan Mardavij Roozbehani M. Dahleh AI4TS 14 0 0 22 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin S. Yiu Qi Tian Christian S. Jensen AI4TS 52 7 0 15 May 2024
Decomposing weather forecasting into advection and convection with neural networks Mengxuan Chen Ziqi Yuan Jinxiao Zhang Runmin Dong Haohuan Fu 36 0 0 10 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 26 21 0 07 May 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 87 113 0 21 Mar 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
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 26 24 0 05 Dec 2023
Learning to forecast diagnostic parameters using pre-trained weather embedding Peetak Mitra Vivek Ramavajjala 32 1 0 01 Dec 2023
Self-Supervised Pre-Training for Precipitation Post-Processor Sojung An Junha Lee Jiyeon Jang Inchae Na Wooyeon Park Sujeong You AI4Cl 21 1 0 31 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 33 117 0 16 Oct 2023
Balancing Computational Efficiency and Forecast Error in Machine Learning-based Time-Series Forecasting: Insights from Live Experiments on Meteorological Nowcasting Elin Törnquist Wagner Costa Santos Timothy C. Pogue Nicholas Wingle R. Caulk AI4TS 26 0 0 26 Sep 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 302 7,434 0 11 Nov 2021
Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks Jindong Han Hao Liu Hengshu Zhu Hui Xiong Dejing Dou 66 74 0 30 Dec 2020