# model-collapse
標記為「model-collapse」的 6 篇文章
Model Collapse and Security Implications
Security implications of model collapse from training on AI-generated data in iterative training loops.
Synthetic Data Pipeline Attacks
Attacks on synthetic data generation pipelines: model collapse from synthetic feedback loops, poisoning synthetic data generators, quality control bypass, and data provenance attacks.
Synthetic Data Risks
Model collapse from training on synthetic data, quality degradation across generations, distribution narrowing, minority erasure, and strategies for safe synthetic data usage in LLM training.
模型 Collapse and 安全 Implications
安全 implications of model collapse from training on AI-generated data in iterative training loops.
合成資料管線攻擊
對合成資料生成管線之攻擊：來自合成回饋迴圈之模型崩塌、投毒合成資料產生器、品質控制繞過，以及資料來源攻擊。
Synthetic Data Risks
模型 collapse from training on synthetic data, quality degradation across generations, distribution narrowing, minority erasure, and strategies for safe synthetic data usage in LLM training.