Skip to content

Scan: Add a robustness detector to the scan that perturbs numerical values #1846

@kevinmessiaen

Description

@kevinmessiaen

🚀 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.

Metadata

Metadata

Assignees

Labels

Type

No type

Projects

No projects

Milestone

No milestone

Relationships

None yet

Development

No branches or pull requests

Issue actions