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 76–100 of 420 papers

Title	Date	Tasks	Status	Hype
Forecasting Tropical Cyclones with Cascaded Diffusion Models	Oct 2, 2023	SSIMSuper-Resolution	CodeCode Available	1
Precipitation nowcasting with generative diffusion models	Aug 13, 2023	DenoisingPrediction	CodeCode Available	1
FuXi: A cascade machine learning forecasting system for 15-day global weather forecast	Jun 22, 2023	Weather Forecasting	CodeCode Available	1
Towards Stability of Autoregressive Neural Operators	Jun 18, 2023	Weather Forecasting	CodeCode Available	1
Scaling Spherical CNNs	Jun 8, 2023	Weather Forecasting	CodeCode Available	1
Federated Prompt Learning for Weather Foundation Models on Devices	May 23, 2023	Cloud ComputingFederated Learning	CodeCode Available	1
W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting	Apr 18, 2023	DiagnosticPrecipitation Forecasting	CodeCode Available	1
Implicit Stacked Autoregressive Model for Video Prediction	Mar 14, 2023	modelPrediction	CodeCode Available	1
Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations	Feb 21, 2023	Spatio-Temporal ForecastingTime Series Analysis	CodeCode Available	1
Climate modeling with neural advection–diffusion equation	Jan 31, 2023	Weather Forecasting	CodeCode Available	1
Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data	Jan 22, 2023	Federated LearningPrompt Learning	CodeCode Available	1
Physics-constrained deep learning postprocessing of temperature and humidity	Dec 7, 2022	Deep LearningPhysics-informed machine learning	CodeCode Available	1
Simple Baseline for Weather Forecasting Using Spatiotemporal Context Aggregation Network	Dec 6, 2022	Deep LearningWeather Forecasting	CodeCode Available	1
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting	Sep 20, 2022	Language ModellingRepresentation Learning	CodeCode Available	1
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures	Aug 29, 2022	Graph Neural NetworkMultivariate Time Series Forecasting	CodeCode Available	1
ENS-10: A Dataset For Post-Processing Ensemble Weather Forecasts	Jun 29, 2022	Weather Forecasting	CodeCode Available	1
Learning to Accelerate Partial Differential Equations via Latent Global Evolution	Jun 15, 2022	Weather Forecasting	CodeCode Available	1
Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge	Feb 2, 2022	Load ForecastingMultivariate Time Series Forecasting	CodeCode Available	1
Probabilistic Forecasting with Generative Networks via Scoring Rule Minimization	Dec 15, 2021	scoring ruleUncertainty Quantification	CodeCode Available	1
Graph Neural Controlled Differential Equations for Traffic Forecasting	Dec 7, 2021	Spatio-Temporal ForecastingTime Series Forecasting	CodeCode Available	1
More layers! End-to-end regression and uncertainty on tabular data with deep learning	Dec 7, 2021	parameter estimationregression	CodeCode Available	1
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks	Nov 14, 2021	energy managementManagement	CodeCode Available	1
Climate Modeling with Neural Diffusion Equations	Nov 11, 2021	Weather Forecasting	CodeCode Available	1
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks	Jul 15, 2021	image-classificationImage Classification	CodeCode Available	1
TENT: Tensorized Encoder Transformer for Temperature Forecasting	Jun 28, 2021	Decision MakingWeather Forecasting	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