SHRED: Retain-Set-Free Unlearning via Self-Distillation with Logit Demotion

Zizhao Hu, Ameya Godbole, Johnny Tian-Zheng Wei +3

Machine unlearning for large language models (LLMs) aims to selectively remove memorized content such as private data, copyrighted text, or hazardous knowledge, without costly full…