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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 361–370 of 420 papers

Title	Date	Tasks	Status	Hype
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting Clouds	Jul 15, 2020	Optical Flow EstimationVideo Prediction	CodeCode Available	0
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet Architecture	Jul 8, 2020	PredictionWeather Forecasting	CodeCode Available	1
Statistical post-processing of wind speed forecasts using convolutional neural networks	Jul 8, 2020	Density Estimationquantile regression	—Unverified	0
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	Jul 6, 2020	Graph GenerationGraph Neural Network	CodeCode Available	1
Multiscale Simulations of Complex Systems by Learning their Effective Dynamics	Jun 24, 2020	Drug DesignWeather Forecasting	CodeCode Available	1
Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations	Jun 22, 2020	BIG-bench Machine LearningWeather Forecasting	—Unverified	0
Climbing down Charney's ladder: Machine Learning and the post-Dennard era of computational climate science	May 24, 2020	BIG-bench Machine LearningWeather Forecasting	—Unverified	0
Stochastic Super-Resolution for Downscaling Time-Evolving Atmospheric Fields with a Generative Adversarial Network	May 20, 2020	Generative Adversarial NetworkSuper-Resolution	CodeCode Available	1
Automating Turbulence Modeling by Multi-Agent Reinforcement Learning	May 18, 2020	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Deep Learning for Post-Processing Ensemble Weather Forecasts	May 18, 2020	Deep LearningPrediction	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