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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 151–160 of 420 papers

Title	Date	Tasks	Status	Hype	Score
Consistent Validation for Predictive Methods in Spatial Settings	Feb 5, 2024	Weather Forecasting	CodeCode Available	0	5
Neural Dynamics on Complex Networks	Aug 18, 2019	Weather Forecasting	CodeCode Available	0	5
Localized Weather Prediction Using Kolmogorov-Arnold Network-Based Models and Deep RNNs	May 27, 2025	Precipitation ForecastingWeather Forecasting	CodeCode Available	0	5
Computing the ensemble spread from deterministic weather predictions using conditional generative adversarial networks	May 18, 2022	DecoderPrediction	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
Learning Robust Precipitation Forecaster by Temporal Frame Interpolation	Nov 30, 2023	Precipitation ForecastingTransfer Learning	CodeCode Available	0	5
LaPON: A Lagrange's-mean-value-theorem-inspired operator network for solving PDEs and its application on NSE	May 18, 2025	Physics-informed machine learningWeather Forecasting	CodeCode Available	0	5
Advancing Eurasia Fire Understanding Through Machine Learning Techniques	Feb 24, 2025	ManagementWeather Forecasting	CodeCode Available	0	5
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration	Sep 29, 2021	ManagementWeather Forecasting	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

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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