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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 321–330 of 420 papers

Title	Date	Tasks	Status	Hype
HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting	Jan 22, 2022	Graph LearningGraph Neural Network	—Unverified	0
A station-data-based model residual machine learning method for fine-grained meteorological grid prediction	Dec 16, 2021	BIG-bench Machine LearningWeather Forecasting	—Unverified	0
Probabilistic Forecasting with Generative Networks via Scoring Rule Minimization	Dec 15, 2021	scoring ruleUncertainty Quantification	CodeCode Available	1
Efficient spatio-temporal weather forecasting using U-Net	Dec 13, 2021	Weather Forecasting	—Unverified	0
More layers! End-to-end regression and uncertainty on tabular data with deep learning	Dec 7, 2021	parameter estimationregression	CodeCode Available	1
Graph Neural Controlled Differential Equations for Traffic Forecasting	Dec 7, 2021	Spatio-Temporal ForecastingTime Series Forecasting	CodeCode Available	1
Deep Probability Estimation	Nov 21, 2021	Autonomous VehiclesBinary Classification	—Unverified	0
Quantum-Assisted Support Vector Regression	Nov 17, 2021	Facial Landmark Detectionregression	—Unverified	0
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation	Nov 16, 2021	Weather Forecasting	—Unverified	0
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks	Nov 14, 2021	energy managementManagement	CodeCode Available	1

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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