AI4Earth Papers

Medium-range Weather Forecasting

Climate Prediction

Lidar

Ensembles

• Downscaling multi-model climate projection ensembles with deep learning (DeepESD): contribution to CORDEX EUR-44,

Downsampling

• High-resolution downscaling with interpretable deep learning: Rainfall extremes over New Zealand, Weather and Climate Extremes, 2022 (Q1).

Uncertainty

Reviews

• Spatiotemporal forecasting in earth system science: Methods, uncertainties, predictability and future directions, Earth-Science Reviews, 2021 (Q1).

Satellite Images

Optimization

• auxiliary learning with joint task and data scheduling

Networks Architectures

• Reversible Column Networks

AAAI 2023 related (https://aaai-23.aaai.org/wp-content/uploads/2023/01/Updated_AAAI-23-Technical-Schedule-FEB09.pdf)

• Counterfactual Dynamics Forecasting - A New Setting of Quantitative Reasoning
• An Extreme-Adaptive Time Series Prediction Model Based on Probability
• Opposite Online Learning via Sequentially Integrated Stochastic Gradient
• Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting
• WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series
• Spatio-Temporal Meta-Graph Learning for Traffic Forecasting
• Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis