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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 276–300 of 420 papers

TitleStatusHype
Next-Generation Simulation Illuminates Scientific Problems of Organised Complexity—0
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic Settings—0
β-Variational autoencoders and transformers for reduced-order modelling of fluid flows—0
CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting—0
Causal machine learning for sustainable agroecosystems—0
Classi-Fly: Inferring Aircraft Categories from Open Data using Machine Learning—0
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models—0
Climbing down Charney's ladder: Machine Learning and the post-Dennard era of computational climate science—0
CloudNine: Analyzing Meteorological Observation Impact on Weather Prediction Using Explainable Graph Neural Networks—0
CNCast: Leveraging 3D Swin Transformer and DiT for Enhanced Regional Weather Forecasting—0
CoDBench: A Critical Evaluation of Data-driven Models for Continuous Dynamical Systems—0
Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems—0
Comparative Evaluation of Metaheuristic Algorithms for Hyperparameter Selection in Short-Term Weather Forecasting—0
Comparative Evaluation of Weather Forecasting using Machine Learning Models—0
Comparison between ARIMA and Deep Learning Models for Temperature Forecasting—0
Conformal Loss-Controlling Prediction—0
STC-ViT: Spatio Temporal Continuous Vision Transformer for Weather Forecasting—0
CoNO: Complex Neural Operator for Continuous Dynamical Systems—0
D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data—0
Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet—0
Data-Centric Epidemic Forecasting: A Survey—0
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models—0
DaYu: Data-Driven Model for Geostationary Satellite Observed Cloud Images Forecasting—0
Decomposing weather forecasting into advection and convection with neural networks—0
Deep Convolutional Architectures for Extrapolative Forecast in Time-dependent Flow Problems—0
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Benchmark Results

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