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 376400 of 420 papers

TitleStatusHype
Challenges of learning multi-scale dynamics with AI weather models: Implications for stability and one solutionCode0
Solar Flare Forecast: A Comparative Analysis of Machine Learning Algorithms for Solar Flare Class PredictionCode0
Dynamical errors in machine learning forecastsCode0
Localized Weather Prediction Using Kolmogorov-Arnold Network-Based Models and Deep RNNsCode0
Advancing Eurasia Fire Understanding Through Machine Learning TechniquesCode0
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis DataCode0
Computing the ensemble spread from deterministic weather predictions using conditional generative adversarial networksCode0
Learning Robust Precipitation Forecaster by Temporal Frame InterpolationCode0
DSAF: A Dual-Stage Adaptive Framework for Numerical Weather Prediction DownscalingCode0
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and CollaborationCode0
LaPON: A Lagrange's-mean-value-theorem-inspired operator network for solving PDEs and its application on NSECode0
Probabilistic neural operators for functional uncertainty quantificationCode0
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI AttributionsCode0
DIT4BEARs Smart Roads InternshipCode0
Improving solar wind forecasting using Data AssimilationCode0
Graph networks as learnable physics engines for inference and controlCode0
Distribution-aware Interactive Attention Network and Large-scale Cloud Recognition Benchmark on FY-4A Satellite ImageCode0
CaFA: Global Weather Forecasting with Factorized Attention on SphereCode0
A Variational U-Net for Weather ForecastingCode0
STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather ForecastingCode0
AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year ScaleCode0
Differentiable Physics-informed Graph NetworksCode0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting CloudsCode0
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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