# model-collapse
3 articlestagged with “model-collapse”
Model Collapse and Security Implications
Security implications of model collapse from training on AI-generated data in iterative training loops.
frontier-researchmodel-collapsesecuritytraining
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-datamodel-collapsedata-generationfeedback-loopquality-controlprovenance
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.
synthetic-datamodel-collapsequality-degradationdistributiontraining