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…