Risk Scenarios
29 risk scenarios
個資保護影響評估缺失
Accountability & Transparency › Compliance Obligation
行業特定 AI 監管空白
Accountability & Transparency › Compliance Obligation
深度學習決策無法解釋
Accountability & Transparency › Lack of Transparency & Explainability
解釋性工具的誤導效果
Accountability & Transparency › Lack of Transparency & Explainability
訓練數據代表性不足
Data & Model › Training Data Bias
事實性幻覺
Data & Model › Model Hallucination & Unreliable Output
推理鏈斷裂
Data & Model › Model Hallucination & Unreliable Output
醫療建議幻覺
Data & Model › Model Hallucination & Unreliable Output
信心校準失敗
Data & Model › Model Hallucination & Unreliable Output
諂媚性回應偏差
Data & Model › Model Hallucination & Unreliable Output
AI 倫理與道德推理失敗
Data & Model › Model Hallucination & Unreliable Output
模型記憶化攻擊
Privacy & Security › Privacy Leakage & Inference
成員推斷攻擊
Privacy & Security › Privacy Leakage & Inference
屬性推斷攻擊
Privacy & Security › Privacy Leakage & Inference
嵌入向量隱私逆推
Privacy & Security › Privacy Leakage & Inference
模型逆向攻擊重建訓練數據
Privacy & Security › Privacy Leakage & Inference
目的外數據二次利用
Privacy & Security › Unauthorized Data Use
數據保留期限超期
Privacy & Security › Unauthorized Data Use
跨境數據傳輸違規
Privacy & Security › Unauthorized Data Use
RAG 知識庫投毒
Privacy & Security › Data Poisoning
GPU 記憶體殘留數據洩露
Privacy & Security › Deployment Environment Security
模型服務日誌暴露敏感輸入
Privacy & Security › Deployment Environment Security
交叉歧視
Fairness & Non-discrimination › Algorithmic Discrimination
Agent 繞過人類審核自動執行
Reliability & Safety › Uncontrolled Behavior