arXiv · Machine Learning Theory· Ami Tavory, Shripad Gade, Tal Sarig, Noam Touitou, Ido Guy·· 4 hr agoAI score36
Quantized Sufficient Statistics 实现精确机器遗忘
Exact Unlearning via Quantized Sufficient Statistics
AI brief
Quantized Sufficient Statistics(QSS)把小型冻结 schema 与可变的求和可分解内容分离,删除内容只需精确减法而非优化。QSS-L 精确移除标签但保留未标注输入,QSS-E 则通过不学习可删除样本来同时移除输入与标签。
Source: arXiv · Machine Learning Theory · arxiv.org