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	Score
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction	Mar 3, 2020	DisentanglementPrediction	CodeCode Available	1	5
DiffDA: a Diffusion Model for Weather-scale Data Assimilation	Jan 11, 2024	DenoisingWeather Forecasting	CodeCode Available	1	5
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather Forecasting	Jun 10, 2025	Uncertainty QuantificationWeather Forecasting	CodeCode Available	1	5
Efficient Localized Adaptation of Neural Weather Forecasting: A Case Study in the MENA Region	Sep 11, 2024	parameter-efficient fine-tuningWeather Forecasting	CodeCode Available	1	5
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecasting	Sep 15, 2020	BIG-bench Machine LearningPhysics-informed machine learning	CodeCode Available	1	5
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting	Sep 10, 2020	Time SeriesTime Series Analysis	CodeCode Available	1	5
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics	Jul 19, 2024	Graph Neural NetworkWeather Forecasting	CodeCode Available	1	5
Deterministic Guidance Diffusion Model for Probabilistic Weather Forecasting	Dec 5, 2023	modelWeather Forecasting	CodeCode Available	1	5
KARINA: An Efficient Deep Learning Model for Global Weather Forecast	Mar 13, 2024	Deep LearningWeather Forecasting	CodeCode Available	1	5
Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge	Feb 2, 2022	Load ForecastingMultivariate Time Series Forecasting	CodeCode Available	1	5
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolution	May 23, 2024	GPUWeather Forecasting	CodeCode Available	1	5
Climate Modeling with Neural Diffusion Equations	Nov 11, 2021	Weather Forecasting	CodeCode Available	1	5
Climate modeling with neural advection–diffusion equation	Jan 31, 2023	Weather Forecasting	CodeCode Available	1	5
An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow	Mar 30, 2020	Data AugmentationDeep Learning	CodeCode Available	1	5
Continuous Ensemble Weather Forecasting with Diffusion models	Oct 7, 2024	Weather Forecasting	CodeCode Available	1	5
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting	Jun 13, 2015	BIG-bench Machine LearningVideo Prediction	CodeCode Available	1	5
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather Modeling	Jan 4, 2024	Weather Forecasting	CodeCode Available	1	5
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networks	Sep 23, 2020	Deep AttentionDeep Learning	CodeCode Available	1	5
A Benchmark for AI-based Weather Data Assimilation	Aug 21, 2024	Weather Forecasting	CodeCode Available	1	5
FourCastNeXt: Optimizing FourCastNet Training for Limited Compute	Jan 10, 2024	Model OptimizationWeather Forecasting	CodeCode Available	1	5
Inducing Point Operator Transformer: A Flexible and Scalable Architecture for Solving PDEs	Dec 18, 2023	Weather Forecasting	CodeCode Available	1	5
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative Method	Apr 10, 2025	Time SeriesWeather Forecasting	CodeCode Available	1	5
FuXi: A cascade machine learning forecasting system for 15-day global weather forecast	Jun 22, 2023	Weather Forecasting	CodeCode Available	1	5
GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation Nowcasting	Jan 18, 2024	Weather Forecasting	CodeCode Available	1	5
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric Dynamics	Sep 10, 2024	Deep LearningWeather Forecasting	CodeCode Available	1	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