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 351–400 of 420 papers

TitleStatusHype
PEAR: Equal Area Weather Forecasting on the Sphere—0
Pets: General Pattern Assisted Architecture For Time Series Analysis—0
Physics-Based Trajectory Design for Cellular-Connected UAV in Rainy Environments Based on Deep Reinforcement Learning—0
Physics-Enhanced TinyML for Real-Time Detection of Ground Magnetic Anomalies—0
Physics Informed Shallow Machine Learning for Wind Speed Prediction—0
OceanNet: A principled neural operator-based digital twin for regional oceansCode0
Towards Coupling Full-disk and Active Region-based Flare Prediction for Operational Space Weather ForecastingCode0
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New MethodCode0
Neural Dynamics on Complex NetworksCode0
Towards Interpretable Solar Flare Prediction with Attention-based Deep Neural NetworksCode0
On the Relationship Between Ground- and Satellite- Based Global Horizontal IrradianceCode0
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive LearningCode0
Ensemble score filter with image inpainting for data assimilation in tracking surface quasi-geostrophic dynamics with partial observationsCode0
Ensemble methods for neural network-based weather forecastsCode0
Eidetic 3D LSTM: A Model for Video Prediction and BeyondCode0
Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systemsCode0
Parity CalibrationCode0
Efficiently improving key weather variables forecasting by performing the guided iterative prediction in latent spaceCode0
Dynamical errors in machine learning forecastsCode0
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulenceCode0
Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformersCode0
Combining distribution-based neural networks to predict weather forecast probabilitiesCode0
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
Localized Weather Prediction Using Kolmogorov-Arnold Network-Based Models and Deep RNNsCode0
DSAF: A Dual-Stage Adaptive Framework for Numerical Weather Prediction DownscalingCode0
Advancing Eurasia Fire Understanding Through Machine Learning TechniquesCode0
Learning Robust Precipitation Forecaster by Temporal Frame InterpolationCode0
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis DataCode0
DIT4BEARs Smart Roads InternshipCode0
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and CollaborationCode0
Distribution-aware Interactive Attention Network and Large-scale Cloud Recognition Benchmark on FY-4A Satellite ImageCode0
LaPON: A Lagrange's-mean-value-theorem-inspired operator network for solving PDEs and its application on NSECode0
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI AttributionsCode0
Probabilistic neural operators for functional uncertainty quantificationCode0
Improving solar wind forecasting using Data AssimilationCode0
Differentiable Physics-informed Graph NetworksCode0
Graph networks as learnable physics engines for inference and controlCode0
Generative Simulations of The Solar Corona Evolution With Denoising Diffusion : Proof of ConceptCode0
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic SettingsCode0
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
Deep Uncertainty Quantification: A Machine Learning Approach for Weather ForecastingCode0
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting CloudsCode0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal NetworksCode0
Deep recurrent Gaussian process with variational Sparse Spectrum approximationCode0
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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