Update README.md

README.md

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-**OpenWAM is a Modular Open-Source Framework for Systematic WAM Training, Inference and Deployment.**
+<div align="center">
 
-This framework includes three parts:
-1. **OpenWAM-Infra**: A Modular Infrastructure for World-Action Modeling.
-2. **OpenWAM-Study**: Design Principles for World–Action Models.
-3. **OpenWAM-Alpha**: From Principles to a Pretrained Model.
+<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/66b06fe4ce2224a4d066cc0a/MC1miu9IBqK10GW6htytf.png" width="110" alt="OpenWAM"/>
 
-In this organization, we release pretrained and finetuned checkpoints for OpenWAM. Currently, this huggingface organization includes two collections:
-1. `OpenWAM-Study`: Release of Checkpoints used in systematic studying design principles of WAMs.
-2. `OpenWAM-Alpha`: Release of Pretrained Checkpoints (OpenWAM-Alpha) and finetuned checkpoints on a variety of benchmarks.
+<h1>A Modular Open-Source Framework for Systematic Training, Inference, and Deployment of World-Action Models</h1>
+
+[![Paper](https://img.shields.io/badge/arXiv-XXXX.XXXXX-b31b1b?style=flat-square&logo=arxiv&logoColor=white)](https://arxiv.org/abs/XXXX.XXXXX)
+[![Code](https://img.shields.io/badge/GitHub-OpenWAM-181717?style=flat-square&logo=github&logoColor=white)](https://github.com/knightnemo/OpenWAM)
+[![Project Page](https://img.shields.io/badge/Project-Page-1f6feb?style=flat-square&logo=googlechrome&logoColor=white)](https://YOUR-PROJECT-PAGE)
+[![License](https://img.shields.io/badge/License-Apache%202.0-4c1?style=flat-square)](https://www.apache.org/licenses/LICENSE-2.0)
+
+</div>
+
+---
+## 🧭 Overview
+
+OpenWAM is an modular, open-source framework for **World-Action Modeling**. From infrastructure, through controlled empirical study, to a pretrained model, we provide an empirical recipe for building highly-performant WAMs. This project is organized into three parts:
+
+| 🧱 | **OpenWAM-Infra** | **A Modular Infrastructure for World Action Modeling.** |
+|:--:|:------:|:----:|
+| 🔬 | **OpenWAM-Study** | **A Systematic Study of the Design Principles of WAMs.** |
+| 🚀 | **OpenWAM-Alpha** | **From Principles to Models: An Empirical Recipe for Pretraining WAMs.** |
+
+---
+
+## 📦 Huggingface Collections
+
+- 🔬 [`OpenWAM-Study`](https://huggingface.co/collections/OpenWAM/openwam-study) Public Release of checkpoints from our controlled study on WAM design principles.
+
+- 🚀 [`OpenWAM-Alpha`](https://huggingface.co/collections/YOUR-ORG/openwam-alpha) Public Release of our pretrained checkpoint (**OpenWAM-Alpha**), plus finetuned variants across a range of downstream benchmarks.
+
+---
+
+## 📄 Citation
+
+If you find OpenWAM useful in your research, please consider citing:
+
+```bibtex
+TBD
+```
+
+---
+
+<div align="center">
+
+**Questions or feedback?** Open an issue on [GitHub](https://github.com/knightnemo/OpenWAM) or start a discussion on any model repo.
+
+</div>