Update README.md

README.md

@@ -1,4 +1,23 @@
-# InstructTime
+<div align="center">
+  <!-- <h1><b> Time-LLM </b></h1> -->
+  <!-- <h2><b> Time-LLM </b></h2> -->
+  <h2><b> InstructTime: Advancing Time Series Classification with Multimodal Language Modeling </b></h2>
+</div>
+
+---
+>
+> 🙋 Please let us know if you find out a mistake or have any suggestions!
+> 
+> 🌟 If you find this resource helpful, please consider to star this repository and cite our research:
+
+```
+@article{cheng2024advancing,
+  title={Advancing Time Series Classification with Multimodal Language Modeling},
+  author={Cheng, Mingyue and Chen, Yiheng and Liu, Qi and Liu, Zhiding and Luo, Yucong},
+  journal={arXiv preprint arXiv:2403.12371},
+  year={2024}
+}
+```
 
 ## Project Overview
 
@@ -48,4 +67,4 @@ EEG: <BET><TS Tokens><EET>
 The sleep patterns include waking up, rapid eye movement sleep, and sleep stages one through four, as well as periods of movement and unidentified stages.
 Select one of the eight previously mentioned sleep patterns and report on the person's sleep using the provided information.
 The person's sleep pattern is waking up
-```
+```