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 101125 of 420 papers

TitleStatusHype
Estimating Epistemic and Aleatoric Uncertainty with a Single ModelCode1
Deep coastal sea elements forecasting using U-Net based modelsCode1
Climate Modeling with Neural Diffusion EquationsCode1
Climate modeling with neural advection–diffusion equationCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
Online Learning with Optimism and DelayCode1
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networksCode1
Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative RegularizationCode1
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural NetworksCode1
Multiscale Simulations of Complex Systems by Learning their Effective DynamicsCode1
Methodology for forecasting and optimization in IEEE-CIS 3rd Technical ChallengeCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionCode1
Uncertainty quantification for data-driven weather modelsCode1
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
DiffDA: a Diffusion Model for Weather-scale Data AssimilationCode1
PromptCast: A New Prompt-based Learning Paradigm for Time Series ForecastingCode1
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural NetworksCode1
Neural Dynamics on Complex NetworksCode0
Differentiable Physics-informed Graph NetworksCode0
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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