KnowAct-GUIClaw: Self-Evolving Memory and Skill Library for Cross-Platform GUI Agents
Harbin Institute of Technology
KnowAct-GUIClaw introduces a Know-Route-Act-Reflect framework for GUI agents that continuously accumulates task execution experience into success and failure memory stores, and auto-synthesizes reusable skill libraries. Supports Android, iOS, HarmonyOS, and Windows. An open-source variant reaches 64.1% on MobileWorld, surpassing prior closed-source agents. The skill transfer mechanism yields +8.5% on a held-out base model.
Why it matters
Demonstrates that self-evolving memory for real device control across four operating systems can close the gap with closed-source models without retraining weights. 36 upvotes on HuggingFace Daily Papers.
Importance: 2/5
Cross-platform GUI agent with self-evolving memory; beats closed-source agents on MobileWorld; 36 HF upvotes; confirmed by arXiv