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 151–200 of 420 papers

TitleStatusHype
Regression Conformal Prediction under BiasCode0
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency DomainCode0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
Robust and Conjugate Spatio-Temporal Gaussian ProcessesCode0
Probabilistic neural operators for functional uncertainty quantificationCode0
Computing the ensemble spread from deterministic weather predictions using conditional generative adversarial networksCode0
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation ModelCode0
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis DataCode0
On the Relationship Between Ground- and Satellite- Based Global Horizontal IrradianceCode0
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive LearningCode0
OceanNet: A principled neural operator-based digital twin for regional oceansCode0
Advancing Eurasia Fire Understanding Through Machine Learning TechniquesCode0
Parity CalibrationCode0
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Neural Dynamics on Complex NetworksCode0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
Challenges of learning multi-scale dynamics with AI weather models: Implications for stability and one solutionCode0
Ensemble score filter with image inpainting for data assimilation in tracking surface quasi-geostrophic dynamics with partial observationsCode0
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulenceCode0
Ensemble methods for neural network-based weather forecastsCode0
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting CloudsCode0
Eidetic 3D LSTM: A Model for Video Prediction and BeyondCode0
LaPON: A Lagrange's-mean-value-theorem-inspired operator network for solving PDEs and its application on NSECode0
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and CollaborationCode0
Learning Robust Precipitation Forecaster by Temporal Frame InterpolationCode0
Localized Weather Prediction Using Kolmogorov-Arnold Network-Based Models and Deep RNNsCode0
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent spaceCode0
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI AttributionsCode0
Verified Uncertainty CalibrationCode0
Consistent Validation for Predictive Methods in Spatial SettingsCode0
Dynamical errors in machine learning forecastsCode0
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural NetworksCode0
Improving solar wind forecasting using Data AssimilationCode0
DSAF: A Dual-Stage Adaptive Framework for Numerical Weather Prediction DownscalingCode0
DIT4BEARs Smart Roads InternshipCode0
Distribution-aware Interactive Attention Network and Large-scale Cloud Recognition Benchmark on FY-4A Satellite ImageCode0
Graph networks as learnable physics engines for inference and controlCode0
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New MethodCode0
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Causal machine learning for sustainable agroecosystems—0
Discovering dependencies in complex physical systems using Neural Networks—0
Diffusion-LAM: Probabilistic Limited Area Weather Forecasting with Diffusion—0
CA-MoE: Channel-Adapted MoE for Incremental Weather Forecasting—0
A Machine Learning Approach to Adaptive Covariance Localization—0
Detecting Comma-shaped Clouds for Severe Weather Forecasting using Shape and Motion—0
A Low Rank Weighted Graph Convolutional Approach to Weather Prediction—0
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU—0
β-Variational autoencoders and transformers for reduced-order modelling of fluid flows—0
A Joint Model and Data Driven Method for Distributed Estimation—0
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All datasetsSEVIRShifts

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