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cs.LG2026
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…
cs.LG2024★ 1 cited
Difference Learning for Air Quality Forecasting Transport Emulation
Reed River Chen, Christopher Ribaudo, Jennifer Sleeman +6
Human health is negatively impacted by poor air quality including increased risk for respiratory and cardiovascular disease. Due to a recent increase in extreme air quality events,…