WIN-U: Woodbury-Informed Newton-Unlearning as a retain-free Machine Unlearning Framework

Xingjian Zhao, Mohammad Mohammadi Amiri, Malik Magdon-Ismail

Privacy concerns in LLMs have led to the rapidly growing need to enforce a data's "right to be forgotten". Machine unlearning addresses precisely this task, namely the removal of t…