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Pursing sensitivity-aware probability reallocation in cross-level distillation for machine unlearning

delete2026-05-20
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PRE
AI
Y
Yirui Wu
S
Shijia Qiao
J
Jianzhou Wang
L
Lixin Yuan *
W
Wenxiao Zhang
T
Tong Lü
DOI:10.1016/j.asoc.2026.115522delete
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Abstract

Abstract

En 中文
• A theoretical analysis of existing machine unlearning methods. • A cross-level distillation–based unlearning framework. • An extensive experimental evaluation to demonstrate the superior performance of CD-MU.
Keywords:
Machine Unlearning
Cross-Level Distillation
Probability Reallocation
Sensitivity-Aware
Model Distillation

Journal

Applied Soft Computing cover
Applied Soft Computing
IF:
6.6
Papers:
1.4W
Citations:
4.8W

Organization

H
hohai university
Scholars:
5.4K
Papers: 2.3K
Citations: 0
N
nanjing university
Scholars:
7.7W
Papers: 5.6W
Citations: 87