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weather forecasting

42 papers

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Co-occurring keywords

deep learning (2118) diffusion model (3751) graph neural network (3962) foundation model (735) recurrent neural network (1790) time series forecasting (364) precipitation nowcasting (10) climate prediction (7) weather prediction (20) time series (435)

Papers

Geometric Neural Diffusion Processes NIPS 2023
SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarking NIPS 2023
ClimaX: A foundation model for weather and climate ICML 2023
ClimateLearn: Benchmarking Machine Learning for Weather and Climate Modeling NIPS 2023
Scaling Spherical CNNs ICML 2023
Short-Term Solar Irradiance Prediction From Sky Images With a Clear Sky Model WACV 2022
Conditional Local Convolution for Spatio-Temporal Meteorological Forecasting AAAI 2022
RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling NIPS 2022
Variational Data Assimilation with a Learned Inverse Observation Operator ICML 2021
Sub-Seasonal Climate Forecasting via Machine Learning: Challenges, Analysis, and Advances AAAI 2021
RainBench: Towards Data-Driven Global Precipitation Forecasting from Satellite Imagery AAAI 2021
Generating Weather Comments from Meteorological Simulations EACL 2021
OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting AAAI 2020
Predicting Hurricane Trajectories Using a Recurrent Neural Network AAAI 2019
Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model NIPS 2017
A Dynamic Convolutional Layer for Short Range Weather Prediction CVPR 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting NIPS 2015