ProjGuard: Low-Dimensional Behavioral Projections Enable Early Safety Warnings for Computer-Use Agents
arXiv·medium signal
ProjGuard derives a lightweight scalar risk signal from an agent's accumulated interaction trajectory to detect drift toward unsafe regions before harmful actions execute. Uses low-dimensional projections of behavioral history rather than per-action classification, enabling continuous monitoring with minimal overhead for autonomous computer-use agents.