Author

Haoxuan Ji

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Preprint Aug 2026

A Model Merging Approach for Continual MLLM Unlearning

This work introduces Merging for Continual Unlearning (MCU), an approach that dynamically merges multiple one-shot unlearning adapters into a unified adapter upon receiving each new unlearning request and achieves superior unlearning effectiveness while preserving both retained knowledge and general multimodal utility.

Yuhang Wang, Linlin Zhang, Haoxuan Ji et al. · 0 citations