Preprint
Aug 2026
Exploring and Bridging Knowledge Holes in Unlearned Multimodal Large Language Models
This work constructs a benchmark that captures unintended degradation on benign inputs sharing generic patterns with the forget set, and proposes Selective Protection with Anchored Regularization, which protects generic patterns via anchored activation filtering while reinforcing them through entity-abstracted enhancement.
Junxian You, Junkai Chen, Yuhao He et al.
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