A survey that defines Computer-Using Agents for safety analysis, categorizes their threats, proposes a taxonomy of defensive strategies, and summarizes benchmarks and datasets for evaluating CUA safety and performance.
MELON executes each prompt twice, once normally and once with a masked injection, to compare outputs and flag any inconsistencies as injected content (Zhu et al., 2025a)
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A Survey on the Safety and Security Threats of Computer-Using Agents: JARVIS or Ultron?
A survey that defines Computer-Using Agents for safety analysis, categorizes their threats, proposes a taxonomy of defensive strategies, and summarizes benchmarks and datasets for evaluating CUA safety and performance.