Author

Shu Wu

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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. · 0 citations

Jul 2026

GlobalForge: Towards Robust AI-Generated Image Detection

The proposed GlobalForge improves average BAcc on 8 in-the-wild benchmark groups by $\mathbf{5.89\%}$ over the previous state-of-the-art, and is clearly ahead of representative baselines on RealDeg-Bench under both single and compound degradations.

Manni Cui, Ruiqi Liu, Dianyuan Zou et al. · arXiv.org · 0 citations