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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 420 papers

Title	Date	Tasks	Status	Score
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine Learning	Dec 18, 2024	Quantum Machine LearningTime Series	CodeCode Available	5
Regional Ocean Forecasting with Hierarchical Graph Neural Networks	Oct 15, 2024	ManagementWeather Forecasting	CodeCode Available	5
Differentiable Physics-informed Graph Networks	Feb 8, 2019	Inductive LearningWeather Forecasting	CodeCode Available	5
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)	May 29, 2022	Conformal PredictionDensity Estimation	CodeCode Available	5
CaFA: Global Weather Forecasting with Factorized Attention on Sphere	May 12, 2024	PredictionWeather Forecasting	CodeCode Available	5
Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systems	Apr 4, 2023	Weather Forecasting	CodeCode Available	5
Regression Conformal Prediction under Bias	Oct 7, 2024	Computed Tomography (CT)Conformal Prediction	CodeCode Available	5
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis Data	Mar 30, 2021	Weather Forecasting	CodeCode Available	5
Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting	Dec 22, 2018	BIG-bench Machine LearningUncertainty Quantification	CodeCode Available	5
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic Settings	Apr 12, 2025	graph constructionWeather Forecasting	CodeCode Available	5
Deep recurrent Gaussian process with variational Sparse Spectrum approximation	Sep 27, 2019	Autonomous DrivingWeather Forecasting	CodeCode Available	5
Deep Recurrent Gaussian Process with Variational Sparse Spectrum Approximation	Nov 2, 2017	Autonomous DrivingVariational Inference	CodeCode Available	5
Probabilistic neural operators for functional uncertainty quantification	Feb 18, 2025	Uncertainty QuantificationWeather Forecasting	CodeCode Available	5
Robust and Conjugate Spatio-Temporal Gaussian Processes	Feb 4, 2025	Gaussian ProcessesUncertainty Quantification	CodeCode Available	5
A Variational U-Net for Weather Forecasting	Nov 5, 2021	Weather Forecasting	CodeCode Available	5
On the Relationship Between Ground- and Satellite- Based Global Horizontal Irradiance	Jun 15, 2022	Weather Forecasting	CodeCode Available	5
OceanNet: A principled neural operator-based digital twin for regional oceans	Oct 1, 2023	Weather Forecasting	CodeCode Available	5
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning	Jun 20, 2023	Weather Forecasting	CodeCode Available	5
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New Method	Jan 22, 2024	Super-ResolutionWeather Forecasting	CodeCode Available	5
Parity Calibration	May 29, 2023	Epidemiologyregression	CodeCode Available	5
A case study of spatiotemporal forecasting techniques for weather forecasting	Sep 29, 2022	Time SeriesTime Series Analysis	CodeCode Available	5
AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year Scale	Jun 11, 2025	GPUWeather Forecasting	CodeCode Available	5
Data-driven rainfall prediction at a regional scale: a case study with Ghana	Oct 17, 2024	Weather Forecasting	CodeCode Available	5
Neural Dynamics on Complex Networks	Aug 18, 2019	Weather Forecasting	CodeCode Available	5
Combining distribution-based neural networks to predict weather forecast probabilities	Mar 26, 2021	Computational EfficiencyWeather Forecasting	CodeCode Available	5

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All datasets SEVIR Shifts

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PhyDNet	MSE	4.82	—	Unverified
2	E3D-LSTM	MSE	4.17	—	Unverified
3	UNet	MSE	4.11	—	Unverified
4	Rainformer	MSE	4.03	—	Unverified
5	PredRNN	MSE	3.9	—	Unverified
6	ConvLSTM	MSE	3.75	—	Unverified
7	Earthformer	MSE	3.7	—	Unverified
8	IAM4VP	MSE	2.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CatBoost with RMSEWithUncertainty	R-AUC MSE	1.34	—	Unverified
2	SNN Ens U MT Np SpecFE	R-AUC MSE	1.14	—	Unverified