Update README.md

README.md

@@ -22,3 +22,15 @@ For detailed instructions on how to use within the **Mem-T** framework, please r
 ## Citation
 
 If you find this work useful, please consider citing our paper.
+
+```
+@misc{yue2026memtdensifyingrewardslonghorizon,
+      title={Mem-T: Densifying Rewards for Long-Horizon Memory Agents}, 
+      author={Yanwei Yue and Guibin Zhang and Boci Peng and Xuanbo Fan and Jiaxin Guo and Qiankun Li and Yan Zhang},
+      year={2026},
+      eprint={2601.23014},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2601.23014}, 
+}
+```