Solver-integrated PGD attacks produce stronger adversarial examples for neural operators than dictionary-based attacks, and round-based retraining improves some out-of-distribution accuracy but with mixed, costly results.
A review: Applications of the spectral finite element method.Archives of Computational Methods in Engineering, 2023
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Solver-Integrated Adversarial Attacking and Training of Neural Operators
Solver-integrated PGD attacks produce stronger adversarial examples for neural operators than dictionary-based attacks, and round-based retraining improves some out-of-distribution accuracy but with mixed, costly results.