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
Online Learning with Optimism and Delay	Jun 13, 2021	BenchmarkingWeather Forecasting	CodeCode Available	1
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning	Mar 17, 2021	Video PredictionWeather Forecasting	CodeCode Available	1
Variational Data Assimilation with a Learned Inverse Observation Operator	Feb 22, 2021	Weather Forecasting	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
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms	Feb 1, 2021	DecoderDeep Learning	CodeCode Available	1
Conditional Local Convolution for Spatio-temporal Meteorological Forecasting	Jan 4, 2021	Spatio-Temporal ForecastingWeather Forecasting	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
Deep coastal sea elements forecasting using U-Net based models	Nov 6, 2020	Weather Forecasting	CodeCode Available	1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networks	Sep 23, 2020	Deep AttentionDeep Learning	CodeCode Available	1
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
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting	Sep 10, 2020	Time SeriesTime Series Analysis	CodeCode Available	1
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet Architecture	Jul 8, 2020	PredictionWeather Forecasting	CodeCode Available	1
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	Jul 6, 2020	Graph GenerationGraph Neural Network	CodeCode Available	1
Multiscale Simulations of Complex Systems by Learning their Effective Dynamics	Jun 24, 2020	Drug DesignWeather Forecasting	CodeCode Available	1
Stochastic Super-Resolution for Downscaling Time-Evolving Atmospheric Fields with a Generative Adversarial Network	May 20, 2020	Generative Adversarial NetworkSuper-Resolution	CodeCode Available	1
Deep Learning for Post-Processing Ensemble Weather Forecasts	May 18, 2020	Deep LearningPrediction	CodeCode Available	1
Fitting Laplacian Regularized Stratified Gaussian Models	May 4, 2020	Weather Forecasting	CodeCode Available	1
An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow	Mar 30, 2020	Data AugmentationDeep Learning	CodeCode Available	1
MetNet: A Neural Weather Model for Precipitation Forecasting	Mar 24, 2020	modelPrecipitation Forecasting	CodeCode Available	1
Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphere	Mar 15, 2020	Weather Forecasting	CodeCode Available	1
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction	Mar 3, 2020	DisentanglementPrediction	CodeCode Available	1
WeatherBench: A benchmark dataset for data-driven weather forecasting	Feb 2, 2020	Weather Forecasting	CodeCode Available	1
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting	Jun 13, 2015	BIG-bench Machine LearningVideo Prediction	CodeCode Available	1
D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data	Jul 15, 2025	Federated LearningTime Series	—Unverified	0
Optimising 4th-Order Runge-Kutta Methods: A Dynamic Heuristic Approach for Efficiency and Low Storage	Jun 26, 2025	AutoMLComputational Efficiency	—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