Preprint
Sep 2026
Stabilizing Autoregressive PDE Foundation Model Rollouts with Event-Triggered Context Healing
Autoregressive PDE foundation models enable fast full-field forecasting but accumulate errors as predicted states are recursively reused. We introduce Event-Triggered Context Healing (ETCH), which compares forecasts with measurements from 12 cylinder-surface pressure taps. When their discrepancy exceeds a threshold, pr...
Jaewan Park, J. Yoo, Kazuma Kobayashi et al.
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