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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 131–140 of 420 papers

Title	Date	Tasks	Status	Hype	Score
Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting	Dec 22, 2018	BIG-bench Machine LearningUncertainty Quantification	CodeCode Available	0	5
OceanNet: A principled neural operator-based digital twin for regional oceans	Oct 1, 2023	Weather Forecasting	CodeCode Available	0	5
Parity Calibration	May 29, 2023	Epidemiologyregression	CodeCode Available	0	5
Deep recurrent Gaussian process with variational Sparse Spectrum approximation	Sep 27, 2019	Autonomous DrivingWeather Forecasting	CodeCode Available	0	5
Deep Recurrent Gaussian Process with Variational Sparse Spectrum Approximation	Nov 2, 2017	Autonomous DrivingVariational Inference	CodeCode Available	0	5
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New Method	Jan 22, 2024	Super-ResolutionWeather Forecasting	CodeCode Available	0	5
A Variational U-Net for Weather Forecasting	Nov 5, 2021	Weather Forecasting	CodeCode Available	0	5
Challenges of learning multi-scale dynamics with AI weather models: Implications for stability and one solution	Apr 14, 2023	Decision MakingDeep Learning	CodeCode Available	0	5
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulence	May 9, 2022	Transfer LearningWeather Forecasting	CodeCode Available	0	5
Neural Dynamics on Complex Networks	Aug 18, 2019	Weather Forecasting	CodeCode Available	0	5

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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