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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 331–340 of 420 papers

Title	Date	Tasks	Status	Hype
Climate Modeling with Neural Diffusion Equations	Nov 11, 2021	Weather Forecasting	CodeCode Available	1
A Variational U-Net for Weather Forecasting	Nov 5, 2021	Weather Forecasting	CodeCode Available	0
Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets	Oct 10, 2021	ClassificationTime Series	—Unverified	0
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration	Sep 29, 2021	ManagementWeather Forecasting	CodeCode Available	0
GNSS Radio Occultation on Aerial Platforms with Commercial Off-The-Shelf Receivers	Sep 27, 2021	Weather Forecasting	—Unverified	0
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks	Jul 15, 2021	image-classificationImage Classification	CodeCode Available	1
DIT4BEARs Smart Roads Internship	Jul 14, 2021	FrictionTime Series Forecasting	CodeCode Available	0
TENT: Tensorized Encoder Transformer for Temperature Forecasting	Jun 28, 2021	Decision MakingWeather Forecasting	CodeCode Available	1
Online Learning with Optimism and Delay	Jun 13, 2021	BenchmarkingWeather Forecasting	CodeCode Available	1
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis Data	Mar 30, 2021	Weather Forecasting	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