---
title: Reproduction - Fair Decisions from Calibrated Scores
emoji: ⚖️
colorFrom: purple
colorTo: pink
sdk: static
pinned: false
short_description: Exact sufficient classifiers and fairness geometry
tags:
  - trackio
  - open-reproductions
  - icml2026-repro
  - paper-XiD5RhcEDK
---

# Independent reproduction

Independent reproduction of **Fair Decisions from Calibrated Scores**
(OpenReview `XiD5RhcEDK`). Complete rules, independent optimizer outputs,
negative controls, and SHA-256 manifests are included.