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Add proxy-entanglement.md to contributing guidelines #50

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yakew7 merged 2 commits into from
Jun 9, 2026
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Add proxy-entanglement.md to contributing guidelines #50

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Add proxy-entanglement.md to contributing guidelines
yakew7 Jun 9, 2026
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Merge branch 'main' into yakew7-patch-6
yakew7 Jun 9, 2026
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3 changes: 2 additions & 1 deletion CONTRIBUTING.md
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Expand Up @@ -259,6 +259,7 @@ Explainers live in `explainers/` and should make one fairness concept easy to un
| `neural-networks.md` | How networks learn bias from data |
| `ai-hallucinations.md` | Why confident predictions can still be wrong |
| `reinforcement-learning.md` | How RL agents learn from reward signals — and why that makes bias hard to see and harder to fix |
| `proxy-entanglement.md` | Why removing proxies one at a time fails when multiple features encode the same protected signal through correlated, redundant channels |

### A good explainer should include

Expand Down Expand Up @@ -382,4 +383,4 @@ Include in the PR description:

---

All datasets used in this project are publicly available. Fair Code is for educational and awareness purposes.
All datasets used in this project are publicly available. Fair Code is for educational and awareness purposes.