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#diffusion models Open access Oct 2026

Evasion attacks on generative safeguards: target-concept reappearance under structural control in grey-box settings

Concept erasure has emerged as a practical safeguard for suppressing unsafe or unwanted concepts in text-to-image diffusion models. However, existing methods are primarily designed for text-triggered generation and are usually evaluated under text-only prompting. In this paper, we identify a practical robustness gap by...

Qi-Qi Bao, Jiao-Ling Li, Yun-Xin Zhang et al. · 0 citations
Open access Sep 2026

Pose Magic++: Integrating Mamba and HyperGCN for Efficient and Temporally Consistent 3D Human Pose Estimation

Transformers have become dominant in 3D Human Pose Estimation (HPE). However, existing Transformer-based 3D HPE backbones often encounter a trade-off between accuracy and computational efficiency. To resolve the above dilemma, in this work we leverage recent advances in state space models and utilize Mamba for high-qua...

Xin-Yi Zhang, Qi-Qi Bao, Wen-Ming Yang et al. · 0 citations

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