Stochastic Latent Transformer: Efficient Modelling of Stochastically Forced Zonal Jets IJS Shokar, RR Kerswell, PH Haynes Journal of Advances in Modeling Earth Systems 11 (6), 2024 | 1 | 2024 |
Extending deep learning emulation across parameter regimes to assess stochastically driven spontaneous transition events IJS Shokar, PH Haynes, RR Kerswell ICLR 2024 workshop on AI4DifferentialEquations in science, 2024 | 1 | 2024 |
Conditioning deep learning on PDE parameters to generalise emulation of stochastic and chaotic dynamics I Shokar, P Haynes, R Kerswell Bulletin of the American Physical Society, 2024 | | 2024 |
Reduced-Order Modelling of Stochastically Forced Zonal Jets using a 'Stochastic Latent Transformer' IJS Shokar, RR Kerswell, PH Haynes Bulletin of the American Physical Society, 2023 | | 2023 |
Learning Stochastic Dynamics with Probabilistic Neural Networks to study Zonal Jets IJS Shokar, RR Kerswell, PH Haynes EGU General Assembly, EGU-9121, 2023 | | 2023 |
Data-Driven Exploration of Mid-Latitude Weather IJS Shokar University of Cambridge, 2021 | | 2021 |