---
library_name: transformers
license: apache-2.0
pipeline_tag: image-text-to-text
tags:
- multimodal
- gui
---

# MobiMind-Decider-7B Model

This is the Decider Model of [MobiAgent](https://github.com/IPADS-SAI/MobiAgent) with 7B parameters, as presented in the paper [MobiAgent: A Systematic Framework for Customizable Mobile Agents](https://huggingface.co/papers/2509.00531), capable of high-level GUI interaction decision in GUI agent task execution.

## Paper Abstract

With the rapid advancement of Vision-Language Models (VLMs), GUI-based mobile agents have emerged as a key development direction for intelligent mobile systems. However, existing agent models continue to face significant challenges in real-world task execution, particularly in terms of accuracy and efficiency. To address these limitations, we propose MobiAgent, a comprehensive mobile agent system comprising three core components: the MobiMind-series agent models, the AgentRR acceleration framework, and the MobiFlow benchmarking suite. Furthermore, recognizing that the capabilities of current mobile agents are still limited by the availability of high-quality data, we have developed an AI-assisted agile data collection pipeline that significantly reduces the cost of manual annotation. Compared to both general-purpose LLMs and specialized GUI agent models, MobiAgent achieves state-of-the-art performance in real-world mobile scenarios.

## About MobiAgent

**MobiAgent** is a powerful mobile agent system including:

*   **An agent model family**: MobiMind
*   **An agent acceleration framework**: AgentRR
*   **An agent benchmark**: MobiFlow

**System Architecture:**

<div align="center">
<p align="center">
  <img src="https://raw.githubusercontent.com/IPADS-SAI/MobiAgent/main/assets/arch.png" width="100%"/>
</p>
</div>

## Evaluation Results

<table>
  <tr>
    <td><img src="https://raw.githubusercontent.com/IPADS-SAI/MobiAgent/main/assets/result1.png" width="100%"/></td>
    <td><img src="https://raw.githubusercontent.com/IPADS-SAI/MobiAgent/main/assets/result2.png" width="100%"/></td>
    <td><img src="https://raw.githubusercontent.com/IPADS-SAI/MobiAgent/main/assets/result3.png" width="100%"/></td>
  </tr>
</table>

## Usage

Deploy model inference service with vLLM:

```bash
vllm serve IPADS-SAI/MobiMind-Decider-7B
```

For more usage details, e.g., execute GUI tasks with ADB or our Android App, please refer to our [repo](https://github.com/IPADS-SAI/MobiAgent)!