SOTAVerified

Weather Forecasting

Weather Forecasting is the prediction of future weather conditions such as precipitation, temperature, pressure and wind.

Source: MetNet: A Neural Weather Model for Precipitation Forecasting

Papers

Showing 76100 of 420 papers

TitleStatusHype
Tackling Data Heterogeneity in Federated Time Series Forecasting0
Global spatio-temporal downscaling of ERA5 precipitation through generative AI0
Resolution-Agnostic Transformer-based Climate Downscaling0
Exploring the Use of Machine Learning Weather Models in Data Assimilation0
Transforming the Hybrid Cloud for Emerging AI Workloads0
Leadsee-Precip: A Deep Learning Diagnostic Model for Precipitation0
Machine learning-based probabilistic forecasting of solar irradiance in Chile0
DaYu: Data-Driven Model for Geostationary Satellite Observed Cloud Images Forecasting0
WeatherGFM: Learning A Weather Generalist Foundation Model via In-context Learning0
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis0
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
LE-PDE++: Mamba for accelerating PDEs Simulations0
PACER: Physics Informed Uncertainty Aware Climate Emulator0
Generative Simulations of The Solar Corona Evolution With Denoising Diffusion : Proof of ConceptCode0
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models0
Evaluating and Improving Automatic Speech Recognition Systems for Korean Meteorological Experts0
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts0
Deep Learning for Weather Forecasting: A CNN-LSTM Hybrid Model for Predicting Historical Temperature Data0
Data-driven rainfall prediction at a regional scale: a case study with GhanaCode0
Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation DataCode2
Regional Ocean Forecasting with Hierarchical Graph Neural NetworksCode0
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal NetworksCode0
Exploring the design space of deep-learning-based weather forecasting systems0
Gridded Transformer Neural Processes for Large Unstructured Spatio-Temporal Data0
Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather ForecastingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82Unverified
2E3D-LSTMMSE4.17Unverified
3UNetMSE4.11Unverified
4RainformerMSE4.03Unverified
5PredRNNMSE3.9Unverified
6ConvLSTMMSE3.75Unverified
7EarthformerMSE3.7Unverified
8IAM4VPMSE2.94Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14Unverified