William L. Roberts

Regime-Aware Coupled Orchestration of Neural Operator Specialists for Multiphysics Dynamics

Real-world physics often unfolds over a variety of characteristic lengths and time scales. These non-uniformities are among the main reasons numerical simulations remain expensive when used predictively on practical systems: the same computational domain can contain smooth transport, vortical structures, thin interface...