Update README.md

Author: a.palmas

README.md

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 <p align="center">
     <img src="./webpage/static/images/fig1.jpg"
-          alt="Overview: we perturb activations of a target sentence with dropout or Gaussian noise and ask the model to identify which perturbation was applied." width="75%"/>
+          alt="Overview: we perturb activations of a target sentence with dropout or Gaussian noise and ask the model to identify which perturbation was applied." width="100%"/>
 </p>
 
+<p align="center">
+<a href="https://arxiv.org/abs/2604.00641"><img src="https://img.shields.io/badge/paper-arXiv:2604.00641-B31B1B?logo=arxiv" alt="Paper"/></a>
+<a href="https://tbd.com"><img src="https://img.shields.io/badge/blog-read%20post-blue" alt="Blog Post"/></a>
+</p>
+
+<p align="center">
+<a href="https://github.com/saifh-github/llm-dropout-noise-recognition/actions/workflows/code-checks.yaml"><img src="https://img.shields.io/github/actions/workflow/status/saifh-github/llm-dropout-noise-recognition/code-checks.yaml?label=code%20checks%20(ruff%20%26%20pyright)&logo=github" alt="Code Checks"/></a>
+<a href="https://github.com/saifh-github/llm-dropout-noise-recognition/actions/workflows/pytest.yaml"><img src="https://img.shields.io/github/actions/workflow/status/saifh-github/llm-dropout-noise-recognition/pytest.yaml?label=tests%20(pytest)&logo=github" alt="Pytest"/></a>
+</p>
+
+<p align="center">
+<img src="https://img.shields.io/badge/python-%3E%3D3.12-blue?logo=python" alt="Python Version"/>
+<img src="https://img.shields.io/github/last-commit/saifh-github/llm-dropout-noise-recognition/main?label=repo%20latest%20update&logo=readthedocs" alt="Latest Repo Update"/>
+</p>
+
+<p align="center">
+<img src="https://img.shields.io/github/license/saifh-github/llm-dropout-noise-recognition?cacheBust=1" alt="License"/>
+</p>
 
 # SPE: Self-Perturbation Experiments for LLM Mechanistic Detection