Posterior-First Neural PDE Simulation: Inferring What Downstream Tasks Need from a Single Field.

arXiv:2605.03247v2 Announce Type: replace-cross Abstract: Neural PDE simulators often receive only a single observed field at deployment. In this setting, a field-to-future predictor can collapse distinct latent problem states into the same deterministic inter