ActReal: System-Level Mobile Agents Challenge Mobile Automation Detection

arXiv:2608.30038 · cs.CR · Submitted 2026-08-30 · Read on arXiv

cs.CR

Submitted: 2026-08-30

Updated: 2026-08-30

Comments: 15 pages, 5 figures

Code: https://github.com/patrikoss/pyclick

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Aggregation — 7× in this paper · explained in 1 episode
• Consistency — 6× in this paper · explained in 3 episodes
• Diffusion Model — 5× in this paper · explained in 8 episodes
• Transformer — 5× in this paper · explained in 2 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Adaptation — 3× in this paper · explained in 1 episode
• Diffusion Models — 3× in this paper · explained in 6 episodes
• Structural Constraints — 3× in this paper · explained in 2 episodes
• Trace — 3× in this paper · explained in 2 episodes
• Abstraction — 2× in this paper · explained in 1 episode
• Action Space — 2× in this paper · explained in 1 episode
• Adversarial Training — 2× in this paper · explained in 1 episode
• Agent Harness — 2× in this paper · explained in 1 episode
• Alignment — 2× in this paper · explained in 1 episode
• Benchmark — 2× in this paper · explained in 2 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Actor — 1× in this paper · explained in 3 episodes
• Attack Success Rate (ASR) — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Modeling — 1× in this paper · explained in 3 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Multi-agent Collaboration — 1× in this paper · explained in 2 episodes
• Temporal consistency — 1× in this paper · explained in 2 episodes
• Transformer Architecture — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Mind the Gap: Action Rebinding Attacks against Android GUI Agents
• ZKSENSE: A Friction-less Privacy-Preserving Human Attestation Mechanism for Mobile Devices
• AOHP: An Open-Source OS-Level Agent Harness for Personalized, Efficient and Secure Interaction
• Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization
• Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks
• Blind Gods and Broken Screens: Architecting a Secure, Intent-Centric Mobile Agent Operating System
• From Assistants to Adversaries: Exploring the Security Risks of Mobile LLM Agents
• ReAct: Synergizing Reasoning and Acting in Language Models

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