Update README.md

README.md

@@ -13,6 +13,19 @@ size_categories:
 - 1K<n<10K
 ---
 
+
+
+<div align="center">
+  <img src="https://raw.githubusercontent.com/yuleiqin/images/master/SmartSnap/mascot_smartsnap.png" width="400"/>
+</div>
+
+<p align="center">
+  <a href="https://arxiv.org/abs/tobeonline">
+    <img src="https://img.shields.io/badge/arXiv-Paper-red?style=flat-square&logo=arxiv" alt="arXiv Paper"></a>
+  &nbsp;
+</p>
+
+
 We introduce **SmartSnap**, a paradigm shift that transforms GUI agents📱💻🤖 from passive task executors into proactive self-verifiers. By empowering agents to curate their own evidence of success through the **3C Principles** (Completeness, Conciseness, Creativity), we eliminate the bottleneck of expensive post-hoc verification while boosting reliability and performance on complex mobile tasks.
 
 # 📖 Overview
@@ -26,6 +39,10 @@ SmartSnap redefines the agent's role through a unified policy that handles both
 
 The approach achieves up to **26.08% absolute performance gains** on AndroidLab across model scales, matching or exceeding much larger models like DeepSeek-V3.1 and Qwen3-235B-A22B.
 
+
+![The core concept of our proposed SPEAR.](https://raw.githubusercontent.com/yuleiqin/images/master/SmartSnap/comparison.png)
+
+
 # 📦 Releasing Contents
 
 We release the following resources to accelerate research in self-verifying agents:
@@ -120,4 +137,4 @@ If you use SmartSnap in your research, please cite:
   journal={arXiv preprint arXiv:2025},
   year={2025}
 }
-```
+```