Tencent▌

about

This paper introduces a novel LLM-based multimodal agent framework designed to operate smartphone applications. Our framework enables the agent to operate smartphone applications through a simplified action space, mimicking human-like interactions such as tapping and swiping. This novel approach bypasses the need for system back-end access, thereby broadening its applicability across diverse apps. Central to our agent's functionality is its innovative learning method. The agent learns to navigate and use new apps either through autonomous exploration or by observing human demonstrations. This process generates a knowledge base that the agent refers to for executing complex tasks across different applications. To demonstrate the practicality of our agent, we conducted extensive testing on 50 tasks across 10 different applications, including social media, email, maps, shopping, and sophisticated image editing tools. The results affirm our agent's proficiency in handling a diverse array of high-level tasks.

features & capabilities

• /Multimodal agent framework for operating smartphone applications.
• /Simplified action space mimicking human-like interactions (tapping, swiping).
• /Learning method through autonomous exploration or human demonstrations.
• /Knowledge base for executing complex tasks across different applications.

industry focus