Stabilizing Autoregressive PDE Foundation Model Rollouts with Event-Triggered Context Healing

Jaewan Park, Jay Phil Yoo, Kazuma Kobayashi +5

Autoregressive PDE foundation models enable fast full-field forecasting but accumulate errors as predicted states are recursively reused. We introduce Event-Triggered Context Heali…