3 citations · 5 across the 4 of their papers we have counts for
3 papers · 1 filter
Deep Learning Surrogates for Emulating Stochastic Climate Tipping Dynamics
Adeline Hillier, Jennifer Sleeman, Jay Brett +3
This work explores a dynamics-informed Temporal Fusion Transformer (TFT) as a data-driven surrogate for computationally intensive Earth system simulations. Focusing on multivariate…
Neuro-Symbolic Bi-Directional Translation -- Deep Learning Explainability for Climate Tipping Point Research
Chace Ashcraft, Jennifer Sleeman, Caroline Tang +2
In recent years, there has been an increase in using deep learning for climate and weather modeling. Though results have been impressive, explainability and interpretability of dee…
A Generative Adversarial Network for Climate Tipping Point Discovery (TIP-GAN)
Jennifer Sleeman, David Chung, Anand Gnanadesikan +10
We propose a new Tipping Point Generative Adversarial Network (TIP-GAN) for better characterizing potential climate tipping points in Earth system models. We describe an adversaria…