2 citations · 2 across the 2 of their papers we have counts for
2 papers
cs.LG2024
Neural Context Flows for Meta-Learning of Dynamical Systems
Roussel Desmond Nzoyem, David A. W. Barton, Tom Deakin
Neural Ordinary Differential Equations (NODEs) often struggle to adapt to new dynamic behaviors caused by parameter changes in the underlying physical system, even when these dynam…
cs.LG2023★ 2 cited
A Comparison of Mesh-Free Differentiable Programming and Data-Driven Strategies for Optimal Control under PDE Constraints
Roussel Desmond Nzoyem, David A. W. Barton, Tom Deakin
The field of Optimal Control under Partial Differential Equations (PDE) constraints is rapidly changing under the influence of Deep Learning and the accompanying automatic differen…