Update README.md

README.md

@@ -9,9 +9,14 @@ extra_gated_fields:
   I want to use this model for (please provide the reason(s)): text
   LoRMA model is free for research use but NOT for commercial use; do you agree if you are provided with the LoRMA model, you will NOT use for any commercial purposes: checkbox
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+# LoRMA: Low-Rank Multiplicative Adaptation for LLMs
+[![GitHub](https://img.shields.io/badge/GitHub-LoRMA-green?logo=github&style=flat-square)](https://github.com/Exploration-Lab/LoRMA)
+[![GitHub](https://img.shields.io/badge/Webpage-LoRMA-yellow?logo=github&style=flat-square)](https://exploration-lab.github.io/LoRMA/)
+[![Arxiv](https://img.shields.io/badge/Arxiv-Paper-red?logo=arxiv&style=flat-square)](http://arxiv.org/abs/2506.07621)
+
 **Title**
 
-Low-Rank Multiplicative Adaptation for LLMs
+LoRMA: Low-Rank Multiplicative Adaptation for LLMs
 
 **Abstract**