readme

README.md

@@ -1,11 +1,9 @@
 # P2DFlow
 
-> ## ℹ️ The version 2 code of P2DFlow has been released!
-
 P2DFlow is a protein ensemble generative model with SE(3) flow matching based on ESMFold, the ensembles generated by P2DFlow could aid in understanding protein functions across various scenarios.
 
-Technical details and evaluation results are provided in our paper:
-* [P2DFlow: A Protein Ensemble Generative Model with SE(3) Flow Matching](https://arxiv.org/abs/2411.17196)
+Technical details and evaluation results are provided in our paper ( 🎉 It has been accepted by JCTC ):
+* [P2DFlow: A Protein Ensemble Generative Model with SE(3) Flow Matching](https://pubs.acs.org/doi/abs/10.1021/acs.jctc.4c01620)
 
 
 ## Table of Contents
@@ -100,10 +98,10 @@ This project is licensed under the terms of the GPL-3.0 license.
 
 ## Citation
 ```
-@article{jin2024p2dflow,
+@article{jin2025p2dflow,
   title={P2DFlow: A Protein Ensemble Generative Model with SE(3) Flow Matching},
   author={Yaowei Jin, Qi Huang, Ziyang Song, Mingyue Zheng, Dan Teng, Qian Shi},
-  journal={arXiv preprint arXiv:2411.17196},
-  year={2024}
+  journal={Journal of Chemical Theory and Computation},
+  year={2025}
 }
 ```