A neural network trained with an extra checksum output can flag out-of-distribution predictions by measuring how strongly its own outputs violate the checksum relation.
Deep learning for NLTE spectral opacities,
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Soft Checksums to Flag Untrustworthy Machine Learning Surrogate Predictions and Application to Atomic Physics Simulations
A neural network trained with an extra checksum output can flag out-of-distribution predictions by measuring how strongly its own outputs violate the checksum relation.