SOTAVerified|Agents Browse Leaderboard About

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 281–290 of 420 papers

Title	Date	Tasks	Status	Hype
GraphCast: Learning skillful medium-range global weather forecasting	Dec 24, 2022	Decision MakingWeather Forecasting	CodeCode Available	5
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
Generative Modeling of High-resolution Global Precipitation Forecasts	Oct 22, 2022	Deep LearningGenerative Adversarial Network	—Unverified	0
DL-Corrector-Remapper: A grid-free bias-correction deep learning methodology for data-driven high-resolution global weather forecasting	Oct 21, 2022	Weather Forecasting	—Unverified	0
Inference from Real-World Sparse Measurements	Oct 20, 2022	Weather Forecasting	—Unverified	0
EarthNets: Empowering AI in Earth Observation	Oct 10, 2022	Deep LearningEarth Observation	—Unverified	0
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis	Oct 5, 2022	Action RecognitionAnomaly Detection	CodeCode Available	6
A case study of spatiotemporal forecasting techniques for weather forecasting	Sep 29, 2022	Time SeriesTime Series Analysis	CodeCode Available	0
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting	Sep 20, 2022	Language ModellingRepresentation Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 29 of 42Next →

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