3 papers
cs.AI2026
CoAdapt-GUI: Joint Workflow Context and Policy Adaptation for Unseen GUI Applications
Linqiang Guo, Li Gu, Zihuan Jiang +8
Mobile GUI agents remain brittle when deployed to applications absent from source training. We study novel-app generalization under a limited target interaction budget and without…
cs.AI2026
StepReflect: Structured UI Transition Reflection for Mobile GUI Agents
Linqiang Guo, Wei Liu, Li Gu +3
Autonomous mobile GUI agents require accurate action reflection for reliable long-horizon execution. Existing approaches rely on open-ended multimodal reasoning after each action,…
cs.AI2025
Agent-SAMA: State-Aware Mobile Assistant
Linqiang Guo, Wei Liu, Yi Wen Heng +3
Mobile Graphical User Interface (GUI) agents aim to autonomously complete tasks within or across apps based on user instructions. While recent Multimodal Large Language Models (MLL…