File size: 645 Bytes
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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
```
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