Quantifying Causes of Arctic Amplification via Deep Learning based Time-series Causal Inference

no code implementations • 22 Feb 2023 • Sahara Ali, Omar Faruque, Yiyi Huang, Md. Osman Gani, Aneesh Subramanian, Nicole-Jienne Shchlegel, Jianwu Wang

Through experiments on synthetic and observational data, we show how our research can substantially improve the ability to quantify leading causes of Arctic sea ice melt, further paving paths for causal inference in observational Earth science.

Causal Inference counterfactual +2