Domain-Validity-Gated Metamorphic Testing of Scientific ML Surrogates

Meng Li, Xiaohua Yang, Jie Liu +1

Scientific machine-learning (SciML) surrogates approximate expensive simulations, but exact expected outputs for arbitrary inputs are unavailable (the oracle problem). Metamorphic…