DUCX: Decomposing Unfairness in Tool-Using Chest X-ray Agents 事件

DUCX: Decomposing Unfairness in Tool-Using Chest X-ray Agents arXiv:2603.00777v2 Announce Type: replace Abstract: Fairness in medical agents is becoming critical as tool-using clinical AI systems orchestrate specialized vision and language modules for tasks such as chest X-ray question answering. While these medical AI agents can improve flexibility, their added pipeline complexity also creates new pathways for demographic bias beyond standalone models. We present DUCK, Decomposing Unfairness i