Update README.md

README.md

@@ -28,7 +28,9 @@ model-index:
 
   <h2>OTSurv: A Novel Multiple Instance Learning Framework for Survival Prediction with Heterogeneity-aware Optimal Transport</h2>
   <h4>🌟 MICCAI 2025 🌟</h4>
-    
+  
+  <br>
+  
   <p>
     <a href="https://scholar.google.com.hk/citations?user=Tcg-9DcAAAAJ">Qin Ren</a><sup>1 ★</sup>&nbsp;
     <a href="https://yfwang.me/">Yifan Wang</a><sup>1</sup>&nbsp;
@@ -46,10 +48,13 @@ model-index:
 <p align="center">
   <a href="https://arxiv.org/abs/2506.20741">
     <img src="https://img.shields.io/badge/💡%20Paper-MICCAI-blue?style=flat-square" alt="Paper">
-  </a>&nbsp;
+  </a>
   <a href="https://huggingface.co/Y-Research-Group/OTSurv">
     <img src="https://img.shields.io/badge/Hugging%20Face-Model-yellow?style=flat-square&logo=huggingface" alt="Hugging Face Model">
-  </a>&nbsp;
+  </a>
+  <a href="https://huggingface.co/datasets/Y-Research-Group/OTSurv_Dataset">
+    <img src="https://img.shields.io/badge/Hugging%20Face-Dataset-green?style=flat-square&logo=huggingface" alt="Hugging Face Dataset">
+  </a>
   <a href="#">
     <img src="https://img.shields.io/badge/PyTorch-2.0-EE4C2C?style=flat-square&logo=pytorch" alt="PyTorch 2.0">
   </a>
@@ -113,7 +118,7 @@ OTSurv/
 
 For patch feature extraction, please refer to [CLAM](https://github.com/mahmoodlab/CLAM).
 
-You can download the preprocessed features from [this link](#) (link to be provided).
+You can download the preprocessed features from [this link](https://huggingface.co/datasets/Y-Research-Group/OTSurv_Dataset).
 
 <br>
 
@@ -152,7 +157,7 @@ bash scripts/train_blca.sh
 
 ### Evaluation
 
-You can download pre-trained checkpoints from [this link](#) (link to be provided).
+You can download all trained checkpoints from [this link](https://huggingface.co/Y-Research-Group/OTSurv).
 
 ```bash
 # Test results will be saved under result/exp_otsurv_test
@@ -179,11 +184,6 @@ cd src
 python analysis/plot_survival_curv.py
 ```
 
-The survival curve for TCGA-BLCA looks like this:
-<div align="center">
-  <img src="result/visulization/BLCA_km.png" alt="TCGA-BLCA Survival Curve" width="500"/>
-</div>
-
 <br>
 
 ## 📊 Performance Results
@@ -210,12 +210,14 @@ Below are the C-Index performance results of OTSurv across different cancer type
 If you find this work useful, please cite our paper:
 
 ```bibtex
-@inproceedings{ren2025otsurv,
-  title={A Novel Multiple Instance Learning Framework for Survival Prediction with Heterogeneity-aware Optimal Transport},
-  author={Ren, Qin and Wang, Yifan and Fang, Ruogu and Ling, Haibin and You, Chenyu},
-  booktitle={Medical Image Computing and Computer Assisted Intervention (MICCAI)},
-  year={2025},
-  note={Accepted for publication}
+@misc{ren2025otsurvnovelmultipleinstance,
+      title={OTSurv: A Novel Multiple Instance Learning Framework for Survival Prediction with Heterogeneity-aware Optimal Transport}, 
+      author={Qin Ren and Yifan Wang and Ruogu Fang and Haibin Ling and Chenyu You},
+      year={2025},
+      eprint={2506.20741},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2506.20741}, 
 }
 ```