Update README.md

README.md

@@ -109,7 +109,7 @@ model-index:
 
 <sup>**</sup> First authors  <sup>†</sup> Senior Authors  <sup>‡</sup> Corresponding Author
 
-\[[arXiv Paper](https://www.arxiv.org/tbd)\] &nbsp; \[[Project Page](https://mmathislab.github.io/llavaction/)\] &nbsp; \[[Github Repo](https://github.com/AdaptiveMotorControlLab/LLaVAction)\] &nbsp; 
+\[[arXiv Paper](arxiv.org/abs/2503.18712)\] &nbsp; \[[Project Page](https://mmathislab.github.io/llavaction/)\] &nbsp; \[[Github Repo](https://github.com/AdaptiveMotorControlLab/LLaVAction)\] &nbsp; 
 
 </div>
 
@@ -208,7 +208,7 @@ print(text_outputs)
 
 ## Training
 
-See details in Ye et al. 2025.
+See details in Ye et al. 2025: arxiv.org/abs/2503.18712
 
 ### Model
 - **Architecture**: SO400M + Qwen2
@@ -224,6 +224,8 @@ Neural networks:  PyTorch
 
 ## Citation
 
+arXiv: arxiv.org/abs/2503.18712
+
 ```bibtex
 @article{YeQi2025llavaction,
   title={LLaVAction: evaluating and training multi-modal large language models for action recognition},