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 151–175 of 420 papers

Title	Date	Tasks	Status	Score
Adversarial Observations in Weather Forecasting	Apr 22, 2025	Weather Forecasting	CodeCode Available	5
Consistent Validation for Predictive Methods in Spatial Settings	Feb 5, 2024	Weather Forecasting	CodeCode Available	5
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning	Jun 20, 2023	Weather Forecasting	CodeCode Available	5
Parity Calibration	May 29, 2023	Epidemiologyregression	CodeCode Available	5
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis Data	Mar 30, 2021	Weather Forecasting	CodeCode Available	5
OceanNet: A principled neural operator-based digital twin for regional oceans	Oct 1, 2023	Weather Forecasting	CodeCode Available	5
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New Method	Jan 22, 2024	Super-ResolutionWeather Forecasting	CodeCode Available	5
Computing the ensemble spread from deterministic weather predictions using conditional generative adversarial networks	May 18, 2022	DecoderPrediction	CodeCode Available	5
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation Model	Apr 23, 2024	Drug DiscoveryIn-Context Learning	CodeCode Available	5
Neural Dynamics on Complex Networks	Aug 18, 2019	Weather Forecasting	CodeCode Available	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	5
Advancing Eurasia Fire Understanding Through Machine Learning Techniques	Feb 24, 2025	ManagementWeather Forecasting	CodeCode Available	5
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulence	May 9, 2022	Transfer LearningWeather Forecasting	CodeCode Available	5
On the Relationship Between Ground- and Satellite- Based Global Horizontal Irradiance	Jun 15, 2022	Weather Forecasting	CodeCode Available	5
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration	Sep 29, 2021	ManagementWeather Forecasting	CodeCode Available	5
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty Quantification	Sep 9, 2024	Computational EfficiencyDenoising	CodeCode Available	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	5
Learning Robust Precipitation Forecaster by Temporal Frame Interpolation	Nov 30, 2023	Precipitation ForecastingTransfer Learning	CodeCode Available	5
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events	Dec 18, 2024	Deep LearningUncertainty Quantification	CodeCode Available	5
Improving solar wind forecasting using Data Assimilation	Dec 11, 2020	Weather Forecasting	CodeCode Available	5
Ensemble score filter with image inpainting for data assimilation in tracking surface quasi-geostrophic dynamics with partial observations	Jan 20, 2025	Image InpaintingWeather Forecasting	CodeCode Available	5
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions	Oct 6, 2023	Time SeriesTime Series Classification	CodeCode Available	5
Ensemble methods for neural network-based weather forecasts	Feb 13, 2020	PredictionWeather Forecasting	CodeCode Available	5
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting Clouds	Jul 15, 2020	Optical Flow EstimationVideo Prediction	CodeCode Available	5
Eidetic 3D LSTM: A Model for Video Prediction and Beyond	May 1, 2019	Activity RecognitionVideo Prediction	CodeCode Available	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