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 201–250 of 420 papers

TitleStatusHype
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
Deep learning-based method for weather forecasting: A case study in Itoshima—0
Deep Learning for Weather Forecasting: A CNN-LSTM Hybrid Model for Predicting Historical Temperature Data—0
Deep Learning Techniques in Extreme Weather Events: A Review—0
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System—0
Deep Probability Estimation—0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU—0
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
Detecting Comma-shaped Clouds for Severe Weather Forecasting using Shape and Motion—0
Diffusion-LAM: Probabilistic Limited Area Weather Forecasting with Diffusion—0
Discovering dependencies in complex physical systems using Neural Networks—0
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Distributed Stochastic Bandit Learning with Delayed Context Observation—0
DL-Corrector-Remapper: A grid-free bias-correction deep learning methodology for data-driven high-resolution global weather forecasting—0
Do AI models produce better weather forecasts than physics-based models? A quantitative evaluation case study of Storm Ciarán—0
DRAformer: Differentially Reconstructed Attention Transformer for Time-Series Forecasting—0
Early warning in egg production curves from commercial hens: A SVM approach—0
EarthNets: Empowering AI in Earth Observation—0
Efficient Baseline for Quantitative Precipitation Forecasting in Weather4cast 2023—0
Efficient Reservoir Computing using Field Programmable Gate Array and Electro-optic Modulation—0
Efficient spatio-temporal weather forecasting using U-Net—0
Efficient Subseasonal Weather Forecast using Teleconnection-informed Transformers—0
Enforcing Fundamental Relations via Adversarial Attacks on Input Parameter Correlations—0
Enhanced Spatiotemporal Prediction Using Physical-guided And Frequency-enhanced Recurrent Neural Networks—0
Evaluating and Improving Automatic Speech Recognition Systems for Korean Meteorological Experts—0
Example-Based Concept Analysis Framework for Deep Weather Forecast Models—0
Explainable AI-Based Interface System for Weather Forecasting Model—0
Explainable Graph Neural Networks for Observation Impact Analysis in Atmospheric State Estimation—0
Exploring the design space of deep-learning-based weather forecasting systems—0
Exploring the Use of Machine Learning Weather Models in Data Assimilation—0
Extreme Solar Flare Prediction Using Residual Networks with HMI Magnetograms and Intensitygrams—0
FABLE: A Localized, Targeted Adversarial Attack on Weather Forecasting Models—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