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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 341–350 of 420 papers

Title	Date	Tasks	Status	Hype
Combining distribution-based neural networks to predict weather forecast probabilities	Mar 26, 2021	Computational EfficiencyWeather Forecasting	CodeCode Available	0
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning	Mar 17, 2021	Video PredictionWeather Forecasting	CodeCode Available	1
Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformers	Mar 16, 2021	Weather Forecasting	CodeCode Available	0
Variational Data Assimilation with a Learned Inverse Observation Operator	Feb 22, 2021	Weather Forecasting	CodeCode Available	1
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination	Feb 16, 2021	Weather Forecasting	—Unverified	0
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural Networks	Feb 16, 2021	BIG-bench Machine LearningGraph Neural Network	CodeCode Available	1
Efficient Reservoir Computing using Field Programmable Gate Array and Electro-optic Modulation	Feb 11, 2021	Financial AnalysisWeather Forecasting	—Unverified	0
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms	Feb 1, 2021	DecoderDeep Learning	CodeCode Available	1
Discovering dependencies in complex physical systems using Neural Networks	Jan 27, 2021	Weather Forecasting	—Unverified	0
Conditional Local Convolution for Spatio-temporal Meteorological Forecasting	Jan 4, 2021	Spatio-Temporal ForecastingWeather Forecasting	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