AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year Scale
Fuente:
arXiv
Saved in:
| Main Author: | Cheon, Minjong |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Beyond Linear Superposition: Discovering Climate Features in AI Weather Models with KAN-SAE
by: Cheon, Minjong
Published: (2026)
by: Cheon, Minjong
Published: (2026)
Sonny: Breaking the Compute Wall in Medium-Range Weather Forecasting
by: Cheon, Minjong
Published: (2026)
by: Cheon, Minjong
Published: (2026)
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density
by: Cheon, Minjong
Published: (2025)
by: Cheon, Minjong
Published: (2025)
Modernizing CNN-based Weather Forecast Model towards Higher Computational Efficiency
by: Cheon, Minjong, et al.
Published: (2025)
by: Cheon, Minjong, et al.
Published: (2025)
KARINA: An Efficient Deep Learning Model for Global Weather Forecast
by: Cheon, Minjong, et al.
Published: (2024)
by: Cheon, Minjong, et al.
Published: (2024)
Advancing Data-driven Weather Forecasting: Time-Sliding Data Augmentation of ERA5
by: Cheon, Minjong, et al.
Published: (2024)
by: Cheon, Minjong, et al.
Published: (2024)
(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
by: Zhdanov, Maksim, et al.
Published: (2026)
by: Zhdanov, Maksim, et al.
Published: (2026)
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning
by: Zhao, Xiangyu, et al.
Published: (2024)
by: Zhao, Xiangyu, et al.
Published: (2024)
WeatherFormer: A Pretrained Encoder Model for Learning Robust Weather Representations from Small Datasets
by: Hasan, Adib, et al.
Published: (2024)
by: Hasan, Adib, et al.
Published: (2024)
Forecasting formation of a Tropical Cyclone Using Reanalysis Data
by: Kumar, Sandeep, et al.
Published: (2022)
by: Kumar, Sandeep, et al.
Published: (2022)
Benchmarking Physics-Informed Time-Series Models for Operational Global Station Weather Forecasting
by: Han, Tao, et al.
Published: (2024)
by: Han, Tao, et al.
Published: (2024)
Self Supervised Vision for Climate Downscaling
by: Singh, Karandeep, et al.
Published: (2024)
by: Singh, Karandeep, et al.
Published: (2024)
Developing a Thailand solar irradiance map using Himawari-8 satellite imageries and deep learning models
by: Suwanwimolkul, Suwichaya, et al.
Published: (2024)
by: Suwanwimolkul, Suwichaya, et al.
Published: (2024)
Precipitation Prediction Using an Ensemble of Lightweight Learners
by: Li, Xinzhe, et al.
Published: (2023)
by: Li, Xinzhe, et al.
Published: (2023)
SynopticBench: Evaluating Vision-Language Models on Generating Weather Forecast Discussions of the Future
by: Higgins, Timothy B., et al.
Published: (2026)
by: Higgins, Timothy B., et al.
Published: (2026)
Improving Medium Range Severe Weather Prediction through Transformer Post-processing of AI Weather Forecasts
by: Hua, Zhanxiang, et al.
Published: (2025)
by: Hua, Zhanxiang, et al.
Published: (2025)
WeatherQA: Can Multimodal Language Models Reason about Severe Weather?
by: Ma, Chengqian, et al.
Published: (2024)
by: Ma, Chengqian, et al.
Published: (2024)
U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
by: Cachay, Salva Rühling, et al.
Published: (2026)
by: Cachay, Salva Rühling, et al.
Published: (2026)
WeatherFormer: Empowering Global Numerical Weather Forecasting with Space-Time Transformer
by: Gong, Junchao, et al.
Published: (2024)
by: Gong, Junchao, et al.
Published: (2024)
Generating Unseen Nonlinear Evolution in Sea Surface Temperature Using a Deep Learning-Based Latent Space Data Assimilation Framework
by: Zheng, Qingyu, et al.
Published: (2024)
by: Zheng, Qingyu, et al.
Published: (2024)
FLASHμ: Fast Localizing And Sizing of Holographic Microparticles
by: Paliwal, Ayush, et al.
Published: (2025)
by: Paliwal, Ayush, et al.
Published: (2025)
Weather Prediction with Diffusion Guided by Realistic Forecast Processes
by: Hua, Zhanxiang, et al.
Published: (2024)
by: Hua, Zhanxiang, et al.
Published: (2024)
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting
by: Xiong, Yutong, et al.
Published: (2024)
by: Xiong, Yutong, et al.
Published: (2024)
IndiaWeatherBench: A Dataset and Benchmark for Data-Driven Regional Weather Forecasting over India
by: Nguyen, Tung, et al.
Published: (2025)
by: Nguyen, Tung, et al.
Published: (2025)
Stochastic Flow Matching for Resolving Small-Scale Physics
by: Fotiadis, Stathi, et al.
Published: (2024)
by: Fotiadis, Stathi, et al.
Published: (2024)
STCast: Adaptive Boundary Alignment for Global and Regional Weather Forecasting
by: Chen, Hao, et al.
Published: (2025)
by: Chen, Hao, et al.
Published: (2025)
ADAF: An Artificial Intelligence Data Assimilation Framework for Weather Forecasting
by: Xiang, Yanfei, et al.
Published: (2024)
by: Xiang, Yanfei, et al.
Published: (2024)
CNN-based Surface Temperature Forecasts with Ensemble Numerical Weather Prediction
by: Inoue, Takuya, et al.
Published: (2025)
by: Inoue, Takuya, et al.
Published: (2025)
Turning Up the Heat: Assessing 2-m Temperature Forecast Errors in AI Weather Prediction Models During Heat Waves
by: Ennis, Kelsey E., et al.
Published: (2025)
by: Ennis, Kelsey E., et al.
Published: (2025)
CLLMate: A Multimodal Benchmark for Weather and Climate Events Forecasting
by: Li, Haobo, et al.
Published: (2024)
by: Li, Haobo, et al.
Published: (2024)
Benchmarking AI-based data assimilation to advance data-driven global weather forecasting
by: Wang, Wuxin, et al.
Published: (2024)
by: Wang, Wuxin, et al.
Published: (2024)
DiffObs: Generative Diffusion for Global Forecasting of Satellite Observations
by: Stock, Jason, et al.
Published: (2024)
by: Stock, Jason, et al.
Published: (2024)
FengWu-GHR: Learning the Kilometer-scale Medium-range Global Weather Forecasting
by: Han, Tao, et al.
Published: (2024)
by: Han, Tao, et al.
Published: (2024)
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA Region
by: Munir, Muhammad Akhtar, et al.
Published: (2024)
by: Munir, Muhammad Akhtar, et al.
Published: (2024)
AI-driven multi-source data fusion for algal bloom severity classification in small inland water bodies: Leveraging Sentinel-2, DEM, and NOAA climate data
by: Nasios, Ioannis
Published: (2025)
by: Nasios, Ioannis
Published: (2025)
FengWu: Pushing the Skillful Global Medium-range Weather Forecast beyond 10 Days Lead
by: Chen, Kang, et al.
Published: (2023)
by: Chen, Kang, et al.
Published: (2023)
PuYun: Medium-Range Global Weather Forecasting Using Large Kernel Attention Convolutional Networks
by: Zhu, Shengchen, et al.
Published: (2024)
by: Zhu, Shengchen, et al.
Published: (2024)
The Rise of AI in Weather and Climate Information and its Impact on Global Inequality
by: Mozaffari, Amirpasha, et al.
Published: (2026)
by: Mozaffari, Amirpasha, et al.
Published: (2026)
FengWu-4DVar: Coupling the Data-driven Weather Forecasting Model with 4D Variational Assimilation
by: Xiao, Yi, et al.
Published: (2023)
by: Xiao, Yi, et al.
Published: (2023)
RealBench: Benchmarking Data-Driven Numerical Weather Forecasting Under Operational Conditions and Extreme Event Challenges
by: Li, Ruize, et al.
Published: (2026)
by: Li, Ruize, et al.
Published: (2026)
Similar Items
-
Beyond Linear Superposition: Discovering Climate Features in AI Weather Models with KAN-SAE
by: Cheon, Minjong
Published: (2026) -
Sonny: Breaking the Compute Wall in Medium-Range Weather Forecasting
by: Cheon, Minjong
Published: (2026) -
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density
by: Cheon, Minjong
Published: (2025) -
Modernizing CNN-based Weather Forecast Model towards Higher Computational Efficiency
by: Cheon, Minjong, et al.
Published: (2025) -
KARINA: An Efficient Deep Learning Model for Global Weather Forecast
by: Cheon, Minjong, et al.
Published: (2024)