Classification-Head Bias in Class-Level Machine Unlearning: Diagnosis, Mitigation, and Evaluation

Weidong Zheng, Kongyang Chen, Yuanwei Guo +1

Class-level machine unlearning aims to remove the influence of specified classes while preserving model utility on retained classes. Existing methods are commonly evaluated by reta…