---
title: LBW Guard Colab Tests
emoji: 🧪
colorFrom: blue
colorTo: green
sdk: gradio
python_version: "3.10"
app_file: app.py
suggested_hardware: cpu-basic
models:
  - Qwen/Qwen2.5-0.5B
datasets:
  - Salesforce/wikitext
tags:
  - optimizer
  - training
  - colab
  - gradio
---

Copyright (c) Qluon Inc. All rights reserved.

Provided for Learn-By-Wire Guard evaluation and customer testing under the applicable Qluon license terms.

# LBW Guard Colab Tests

This Space packages the LBW Guard customer Colab notebooks:

- `LBW_Guard_Easy_Test_COLAB.ipynb`: fast AdamW vs `lbw_guard` smoke test.
- `LBW_Guard_Ablation_Test_COLAB.ipynb`: ablation-style AdamW baseline and `lbw_guard` comparison.

Use the app to download either notebook, then open it in Google Colab with a GPU runtime.

The notebooks install `LBW-Guard` from Python package distribution and do not import local source folders.

## Related Paper

**Learn-by-Wire Training Control Governance: Bounded Autonomous Training Under Stress for Stability and Efficiency**

- Author: Anis Radianis
- arXiv: https://arxiv.org/abs/2605.19008
- DOI: https://doi.org/10.48550/arXiv.2605.19008

If you use these notebooks or the `lbw-guard` package in evaluation, please cite the paper above.