Citing papers

A Diagnostic Software Suite for Auditing Learned PDE Simulators

2 papers cite this work.

1. Parameter misspecification in physics-informed neural networks: A closed-form audit and its limits

   David McShannon · Nicholas Dietrich

   arXiv · 2026

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2. Residual Verification Cards: A Fail-Closed Audit Contract with Bounded Cross-Object Conformance Tests for Neural PDE Outputs

   Ghassan Malkawi · Ahmed Abdelaziz Elsayed · Makoto Takamoto · Azmi Alazzam · Asem Omari · Said Badreddine · Bakeel Hussein

   IEEE Access · 2026

   View paper ↗