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Scan: Add a robustness detector to the scan that perturbs numerical values

Open kevinmessiaen opened this issue 3 months ago • 0 comments

🚀 Feature Request

Add a robustness detector to the scan that perturbs numerical values.

The scan should be able to a set of issues that capture the minimum amount of perturbation (lying in the bounds of the feature distribution) needed on a single numerical feature to:

  • (a) change the predicted label (classification)
  • (b) change the prediction by an amount that exceeds a certain threshold (regression)

🔈 Motivation

Currently the scan does not have any numerical perturbation.

kevinmessiaen avatar Mar 14 '24 07:03 kevinmessiaen