docs: sync badges with GitHub README, add arXiv TODO markers and full citation

README.md

@@ -171,11 +171,15 @@ model-index:
 
 # MOOZY: A Patient-First Foundation Model for Computational Pathology
 
+<!-- TODO: update arXiv URL when paper is posted -->
 <p align="center">
   <a href="https://atlasanalyticslab.github.io/MOOZY/"><img src="https://img.shields.io/badge/Project-Page-4285F4?logo=googlechrome&logoColor=white" alt="Project Page"></a>
+  <a href="https://arxiv.org/abs/XXXX.XXXXX"><img src="https://img.shields.io/badge/arXiv-XXXX.XXXXX-B31B1B?logo=arxiv" alt="arXiv"></a>
   <a href="https://github.com/AtlasAnalyticsLab/MOOZY"><img src="https://img.shields.io/badge/GitHub-Repository-181717?logo=github" alt="GitHub"></a>
+  <!-- TODO: update PyPI badge once first version is published -->
   <a href="https://pypi.org/project/moozy/"><img src="https://img.shields.io/pypi/v/moozy?logo=pypi&logoColor=white&label=PyPI" alt="PyPI"></a>
-  <a href="#citation"><img src="https://img.shields.io/badge/Paper-Coming%20Soon-B31B1B" alt="Paper"></a>
+  <a href="https://github.com/AtlasAnalyticsLab/MOOZY/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey" alt="License"></a>
+  <a href="https://www.python.org/"><img src="https://img.shields.io/badge/Python-3.10%2B-blue?logo=python&logoColor=white" alt="Python 3.10+"></a>
 </p>
 
 MOOZY is a slide and patient-level foundation model for computational pathology. The patient case, not the individual slide, is the core unit of representation. A vision-only slide encoder pretrained with masked self-distillation on 77,134 public slides is aligned with clinical semantics through multi-task supervision over 333 tasks (205 classification, 128 survival) from 56 public datasets spanning 23 anatomical sites. A case transformer explicitly models dependencies across all slides from the same patient, replacing the naive early/late fusion used by prior methods. 85.77M total parameters. Trained entirely on public data.
@@ -270,11 +274,13 @@ This repository includes 333 task definitions in the `tasks/` directory. Each ta
 
 ## Citation
 
+<!-- TODO: update arXiv ID when paper is posted -->
 ```bibtex
-@article{moozy,
-  title  = {MOOZY: A Patient-First Foundation Model for Computational Pathology},
-  author = {TODO},
-  year   = {TODO},
+@article{kotp2026moozy,
+  title   = {MOOZY: A Patient-First Foundation Model for Computational Pathology},
+  author  = {Kotp, Yousef and Trinh, Vincent Quoc-Huy and Pal, Christopher and Hosseini, Mahdi S.},
+  journal = {arXiv preprint arXiv:XXXX.XXXXX},
+  year    = {2026}
 }
 ```