Update README.md

README.md

@@ -3,14 +3,11 @@ tags:
 - model_hub_mixin
 - pytorch_model_hub_mixin
 ---
-# AION-Base: Astronomical Omnimodal Network
+# AION-1: Astronomical Omnimodal Network
 
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
-[![GitHub](https://img.shields.io/badge/GitHub-PolymathicAI%2FAION-blue)](https://github.com/PolymathicAI/AIO
-N)
-[![Paper](https://img.shields.io/badge/Paper-arXiv-red)](https://arxiv.org/abs/XXXX.XXXXX)
 
-**AION-Base** is a 300M parameter large omnimodal model specifically designed for astronomical surveys. It
+**AION-base** is a 300M parameter large omnimodal model specifically designed for astronomical surveys. It
 integrates 39 distinct astronomical data types and enables adaptation to a wide range of astronomical tasks
 through multimodal masked modeling.
 
@@ -74,7 +71,7 @@ MIT License - see https://github.com/PolymathicAI/AION/blob/main/LICENSE for det
 
 ## Citation
 
-@article{aion2024,
+@article{aion2025,
   title={AION: Astronomical Omnimodal Network},
   author={...},
   journal={arXiv preprint arXiv:XXXX.XXXXX},