Neural networks · Question 39 of 60

Why is structural coverage alone not sufficient to assess a neural network?

2 answers are correct. Medium

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Answer

  • A Networks can learn spurious correlations and thus activate correctly for incorrect reasons
  • B It does not guarantee that the network generalizes well or handles real-world variations

Explanation

Structural coverage does not guarantee that a network generalizes well or handles real-world variations. Networks can learn spurious correlations and thus activate correctly for incorrect reasons. Testers should therefore also use techniques such as adversarial and metamorphic testing.

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