Update README.md

README.md

@@ -39,4 +39,15 @@ hf (pretrained=Gausson/pythia-160m-deduped-n128-SepLLM), gen_kwargs: (), limit:
 |              |       |none  |     5|bits_per_byte  | 0.9207|   |      |
 |winogrande    |Yaml   |none  |     5|acc            | 0.5178|±  |0.0140|
 |wsc           |Yaml   |none  |     5|acc            | 0.3750|±  |0.0477|
+```
+
+If you find our work helpful, please consider giving us a star ⭐ @ our  [`GitHub repository`](https://github.com/HKUDS/SepLLM) and citing our paper. We greatly appreciate your support 😄
+```
+@inproceedings{chen2025sepllm,
+  title={{SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator}},
+  author={Chen, Guoxuan and Shi, Han and Li, Jiawei and Gao, Yihang and Ren, Xiaozhe and Chen, Yimeng and Jiang, Xin and Li, Zhenguo and Liu, Weiyang and Huang, Chao},
+  booktitle={Proceedings of the Forty-Second International Conference on Machine Learning (ICML)},
+  year={2025},
+  note={Also available at arXiv:2412.12094}
+}
 ```