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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 291–300 of 420 papers

Title	Date	Tasks	Status	Hype
Deep Convolutional Architectures for Extrapolative Forecast in Time-dependent Flow Problems	Sep 18, 2022	Time SeriesTime Series Analysis	—Unverified	0
Clifford Neural Layers for PDE Modeling	Sep 8, 2022	Weather Forecasting	CodeCode Available	2
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures	Aug 29, 2022	Graph Neural NetworkMultivariate Time Series Forecasting	CodeCode Available	1
Towards Coupling Full-disk and Active Region-based Flare Prediction for Operational Space Weather Forecasting	Aug 11, 2022	Predictionregression	CodeCode Available	0
FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators	Aug 8, 2022	Weather Forecasting	—Unverified	0
A Novel Transformer Network with Shifted Window Cross-Attention for Spatiotemporal Weather Forecasting	Aug 2, 2022	DecoderTransfer Learning	—Unverified	0
Distributed Stochastic Bandit Learning with Delayed Context Observation	Jul 28, 2022	Stock Market PredictionWeather Forecasting	—Unverified	0
Data-Centric Epidemic Forecasting: A Survey	Jul 19, 2022	Decision MakingNavigate	—Unverified	0
Rain regime segmentation of Sentinel-1 observation learning from NEXRAD collocations with Convolution Neural Networks	Jul 15, 2022	Weather Forecasting	—Unverified	0
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting	Jul 12, 2022	Earth ObservationEarth Surface Forecasting	CodeCode Available	2

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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