---
title: "Reproduction: Optimal Regularization for Performative Learning"
emoji: 📐
colorFrom: green
colorTo: blue
sdk: static
pinned: false
short_description: Native performative ridge audit
tags:
  - trackio
  - open-reproductions
  - icml2026-repro
  - paper-G4ve69pimc
---

# Reproduction bundle

Direct deterministic execution of all five registered claims.

```bash
python3 -m pip install -r requirements.txt
PYTHONDONTWRITEBYTECODE=1 PYTHONWARNINGS=error python3 reproduce.py --output-dir /tmp/optimal-performative-replay
PYTHONDONTWRITEBYTECODE=1 python3 validate_evidence.py
PYTHONDONTWRITEBYTECODE=1 python3 verify_manifest.py
```