RIDAR: Safeguarding Research Integrity in Autonomous Research Agents via Automated Detection and Runtime Intervention

One-line takeaway

RIDAR detects and intervenes in research integrity violations by autonomous research agents, using a 14-type taxonomy; its post-hoc detector reaches 85.2% F1 and finds 3,964 violations in 99.7% of 300 real agent trajectories.

RIDAR 检测并干预自主科研智能体的科研诚信违规：提出 14 类违规分类，事后检测在专家标注集上 F1 达 85.2%；在 300 条真实轨迹中 99.7% 都检出违规，共 3964 处。