---
title: Reproduction Shared Linear Representation TPGD
emoji: 🎯
colorFrom: blue
colorTo: green
sdk: static
pinned: false
tags:
- icml2026-repro
- paper-TnquAvyTtL
---

# Reproduction bundle

Deterministic claim-complete audit of all six registered claims for OpenReview `TnquAvyTtL` and arXiv `2605.00473v1`.

```bash
PYTHONWARNINGS=error python3 reproduce.py --output-dir replay --source-dir source
python3 build_manifest.py --verify
```

The bundle covers the exact two-phase algorithm, regularizer gradients, eight finite TPGD runs, destructive controls, theorem-rate identities, sample requirements, dimension-independent contraction counts, and transfer-risk decomposition. The source's Phase-I prose typo is disclosed. Finite diagnostics do not replace the universal theorem proofs.