SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 420 papers

TitleStatusHype
Online Learning with Optimism and DelayCode1
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive LearningCode1
Variational Data Assimilation with a Learned Inverse Observation OperatorCode1
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural NetworksCode1
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher MechanismsCode1
Conditional Local Convolution for Spatio-temporal Meteorological ForecastingCode1
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite MeteorologyCode1
Deep coastal sea elements forecasting using U-Net based modelsCode1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networksCode1
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecastingCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet ArchitectureCode1
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
Multiscale Simulations of Complex Systems by Learning their Effective DynamicsCode1
Stochastic Super-Resolution for Downscaling Time-Evolving Atmospheric Fields with a Generative Adversarial NetworkCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
An Open-source Tool for Hyperspectral Image Augmentation in TensorflowCode1
MetNet: A Neural Weather Model for Precipitation ForecastingCode1
Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphereCode1
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionCode1
WeatherBench: A benchmark dataset for data-driven weather forecastingCode1
Convolutional LSTM Network: A Machine Learning Approach for Precipitation NowcastingCode1
D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data—0
Distributed Cross-Channel Hierarchical Aggregation for Foundation Models—0
Optimising 4th-Order Runge-Kutta Methods: A Dynamic Heuristic Approach for Efficiency and Low Storage—0
A multi-scale loss formulation for learning a probabilistic model with proper score optimisation—0
Skillful joint probabilistic weather forecasting from marginals—0
AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year ScaleCode0
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System—0
Localized Weather Prediction Using Kolmogorov-Arnold Network-Based Models and Deep RNNsCode0
PEAR: Equal Area Weather Forecasting on the Sphere—0
Utilizing Strategic Pre-training to Reduce Overfitting: Baguan -- A Pre-trained Weather Forecasting Model—0
LaPON: A Lagrange's-mean-value-theorem-inspired operator network for solving PDEs and its application on NSECode0
FABLE: A Localized, Targeted Adversarial Attack on Weather Forecasting Models—0
Solar Flare Forecast: A Comparative Analysis of Machine Learning Algorithms for Solar Flare Class PredictionCode0
Seasonal Prediction with Neural GCM and Simplified Boundary Forcings: Large-scale Atmospheric Variability and Tropical Cyclone Activity—0
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density—0
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation—0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU—0
Adversarial Observations in Weather ForecastingCode0
Pets: General Pattern Assisted Architecture For Time Series Analysis—0
Segregation and Context Aggregation Network for Real-time Cloud Segmentation—0
Dynamical errors in machine learning forecastsCode0
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic SettingsCode0
Joint Retrieval of Cloud properties using Attention-based Deep Learning Models—0
Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Field Enhancements—0
Example-Based Concept Analysis Framework for Deep Weather Forecast Models—0
Explainable AI-Based Interface System for Weather Forecasting Model—0
Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural NetworksCode0
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All datasetsSEVIRShifts

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82—Unverified
2E3D-LSTMMSE4.17—Unverified
3UNetMSE4.11—Unverified
4RainformerMSE4.03—Unverified
5PredRNNMSE3.9—Unverified
6ConvLSTMMSE3.75—Unverified
7EarthformerMSE3.7—Unverified
8IAM4VPMSE2.94—Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34—Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14—Unverified