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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 401–410 of 420 papers

Title	Date	Tasks	Status	Hype
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal Networks	Oct 11, 2024	ManagementWeather Forecasting	CodeCode Available	0
Real-time Linear Operator Construction and State Estimation with the Kalman Filter	Jan 30, 2020	State EstimationWeather Forecasting	CodeCode Available	0
Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting	Dec 22, 2018	BIG-bench Machine LearningUncertainty Quantification	CodeCode Available	0
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural Networks	Apr 1, 2025	Time SeriesWeather Forecasting	CodeCode Available	0
Adversarial Observations in Weather Forecasting	Apr 22, 2025	Weather Forecasting	CodeCode Available	0
WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models	May 2, 2022	Weather Forecasting	CodeCode Available	0
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme Events	Apr 26, 2024	Deep LearningPrediction	CodeCode Available	0
Regression Conformal Prediction under Bias	Oct 7, 2024	Computed Tomography (CT)Conformal Prediction	CodeCode Available	0
Deep recurrent Gaussian process with variational Sparse Spectrum approximation	Sep 27, 2019	Autonomous DrivingWeather Forecasting	CodeCode Available	0
Robust and Conjugate Spatio-Temporal Gaussian Processes	Feb 4, 2025	Gaussian ProcessesUncertainty Quantification	CodeCode Available	0

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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