WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models

2 May 2022

Papers citing "WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models"

5 / 5 papers shown

Title
Do AI models produce better weather forecasts than physics-based models? A quantitative evaluation case study of Storm Ciarán A. Charlton-Perez H. Dacre Simon Driscoll Suzanne L. Gray Ben Harvey ... Kieran M. R. Hunt Robert W. Lee Ranjini Swaminathan R. Vandaele Ambrogio Volonté AI4Cl 109 30 0 05 Dec 2023
ClimateLearn: Benchmarking Machine Learning for Weather and Climate Modeling Tung Nguyen Jason Jewik Hritik Bansal Prakhar Sharma Aditya Grover AI4Cl AI4CE 80 33 0 04 Jul 2023
DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting Salva Rühling Cachay Bo Zhao Hailey James Rose Yu DiffM AI4TS 227 69 0 03 Jun 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 113 6 0 06 Apr 2023
SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation Yuan Hu Lei Chen Zhibin Wang Hao Li OOD 76 50 0 26 May 2022