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 101–125 of 420 papers

Title	Date	Tasks	Status	Hype
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning	Mar 17, 2021	Video PredictionWeather Forecasting	CodeCode Available	1
Deep coastal sea elements forecasting using U-Net based models	Nov 6, 2020	Weather Forecasting	CodeCode Available	1
Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization	Jun 29, 2024	Dynamic Time WarpingPrediction	CodeCode Available	1
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting	Sep 20, 2022	Language ModellingRepresentation Learning	CodeCode Available	1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric Dynamics	Sep 10, 2024	Deep LearningWeather Forecasting	CodeCode Available	1
Deep Learning for Post-Processing Ensemble Weather Forecasts	May 18, 2020	Deep LearningPrediction	CodeCode Available	1
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural Networks	Feb 16, 2021	BIG-bench Machine LearningGraph Neural Network	CodeCode Available	1
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology	Dec 1, 2020	DescriptiveWeather 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
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networks	Sep 23, 2020	Deep AttentionDeep Learning	CodeCode Available	1
EWMoE: An effective model for global weather forecasting with mixture-of-experts	May 9, 2024	Mixture-of-ExpertsWeather Forecasting	CodeCode Available	1
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	Jul 6, 2020	Graph GenerationGraph Neural Network	CodeCode Available	1
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms	Feb 1, 2021	DecoderDeep 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
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting	Sep 10, 2020	Time SeriesTime Series Analysis	CodeCode Available	1
Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization Approach	Dec 6, 2023	AttributeComputational Efficiency	CodeCode Available	1
Fitting Laplacian Regularized Stratified Gaussian Models	May 4, 2020	Weather Forecasting	CodeCode Available	1
FourCastNeXt: Optimizing FourCastNet Training for Limited Compute	Jan 10, 2024	Model OptimizationWeather Forecasting	CodeCode Available	1
Elucidated Rolling Diffusion Models for Probabilistic Weather Forecasting	Jun 24, 2025	DenoisingWeather Forecasting	CodeCode Available	1
Deterministic Guidance Diffusion Model for Probabilistic Weather Forecasting	Dec 5, 2023	modelWeather Forecasting	CodeCode Available	1
DiffDA: a Diffusion Model for Weather-scale Data Assimilation	Jan 11, 2024	DenoisingWeather Forecasting	CodeCode Available	1
Uncertainty Quantification of Surrogate Models using Conformal Prediction	Aug 19, 2024	Conformal PredictionPrediction	CodeCode Available	1
Graph Neural Controlled Differential Equations for Traffic Forecasting	Dec 7, 2021	Spatio-Temporal ForecastingTime Series Forecasting	CodeCode Available	1
Causal machine learning for sustainable agroecosystems	Aug 23, 2024	Decision MakingDescriptive	—Unverified	0
Discovering dependencies in complex physical systems using Neural Networks	Jan 27, 2021	Weather Forecasting	—Unverified	0

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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