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 326–350 of 420 papers

Title	Date	Tasks	Status	Hype
Graph Neural Controlled Differential Equations for Traffic Forecasting	Dec 7, 2021	Spatio-Temporal ForecastingTime Series Forecasting	CodeCode Available	1
Deep Probability Estimation	Nov 21, 2021	Autonomous VehiclesBinary Classification	—Unverified	0
Quantum-Assisted Support Vector Regression	Nov 17, 2021	Facial Landmark Detectionregression	—Unverified	0
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation	Nov 16, 2021	Weather Forecasting	—Unverified	0
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
A Variational U-Net for Weather Forecasting	Nov 5, 2021	Weather Forecasting	CodeCode Available	0
Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets	Oct 10, 2021	ClassificationTime Series	—Unverified	0
Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration	Sep 29, 2021	ManagementWeather Forecasting	CodeCode Available	0
GNSS Radio Occultation on Aerial Platforms with Commercial Off-The-Shelf Receivers	Sep 27, 2021	Weather Forecasting	—Unverified	0
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks	Jul 15, 2021	image-classificationImage Classification	CodeCode Available	1
DIT4BEARs Smart Roads Internship	Jul 14, 2021	FrictionTime Series Forecasting	CodeCode Available	0
TENT: Tensorized Encoder Transformer for Temperature Forecasting	Jun 28, 2021	Decision MakingWeather Forecasting	CodeCode Available	1
Online Learning with Optimism and Delay	Jun 13, 2021	BenchmarkingWeather Forecasting	CodeCode Available	1
Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis Data	Mar 30, 2021	Weather Forecasting	CodeCode Available	0
Combining distribution-based neural networks to predict weather forecast probabilities	Mar 26, 2021	Computational EfficiencyWeather Forecasting	CodeCode Available	0
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning	Mar 17, 2021	Video PredictionWeather Forecasting	CodeCode Available	1
Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformers	Mar 16, 2021	Weather Forecasting	CodeCode Available	0
Variational Data Assimilation with a Learned Inverse Observation Operator	Feb 22, 2021	Weather Forecasting	CodeCode Available	1
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination	Feb 16, 2021	Weather Forecasting	—Unverified	0
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
Efficient Reservoir Computing using Field Programmable Gate Array and Electro-optic Modulation	Feb 11, 2021	Financial AnalysisWeather Forecasting	—Unverified	0
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms	Feb 1, 2021	DecoderDeep Learning	CodeCode Available	1
Discovering dependencies in complex physical systems using Neural Networks	Jan 27, 2021	Weather Forecasting	—Unverified	0
Conditional Local Convolution for Spatio-temporal Meteorological Forecasting	Jan 4, 2021	Spatio-Temporal ForecastingWeather 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