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DOC Add links to additional adversarial fairness experiments by quinnarnold · Pull Request #1724 · fairlearn/fairlearn · GitHub
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DOC Add links to additional adversarial fairness experiments - #1724

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quinnarnold wants to merge 2 commits into
fairlearn:mainfrom
quinnarnold:issue-1081-adversarial-examples
Open

quinnarnold wants to merge 2 commits into
fairlearn:mainfrom
quinnarnold:issue-1081-adversarial-examples

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@quinnarnold

@quinnarnold quinnarnold commented Sep 4, 2026 •

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Description

Labels the issue author's toy-classification and word-embedding adversarial debiasing experiments as historical background. Explicitly states that the scripts do not run with the current API and directs readers to the maintained gallery examples. Retains the explanation of continuous-sensitive-feature loss choices and the limitations of the embedding experiment's gender framing.

Closes #1081.

Tests

  • no new tests required
  • new tests added
  • existing tests adjusted

Checked the linked scripts against the descriptions and current estimator API. Pre-commit checks pass. Serial Sphinx HTML build passes with 36 warnings; gallery execution was disabled for this prose-only revision. Prepared with OpenAI Codex.

Documentation

  • no documentation changes needed
  • user guide added or updated
  • API docs added or updated
  • example notebook added or updated

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DOC ENH More examples of AdversarialFairness

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