Author

Jincai Huang

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#machine learning Preprint Oct 2026

Pareto-Improving Adversarial Attacks with Primal-Dual Regularization

The stealthy transfer attack ST is introduced, a plug-in primal-dual wrapper that adds an $L_\infty$ saturation regularizer to the standard constrained objective and resolves it through a two-step primal-dual update, confirming that the latent imperceptibility advantage of strong transfer attacks can be unlocked by a p...

Yang Dai, Long-Fei Zhang, Wei Tao et al. · 0 citations

Jul 2026

Look Clearly Before Answering: Mitigating Hallucinations in LVLMs via Saliency-Driven Perceptual Realignment

This work proposes Saliency-Driven Perceptual Realignment (SDPR), a training-free framework that mitigates the degradation of visual awareness throughout inference and is robust against hallucinations due to its holistic alignment of visual awareness across the entire generative trajectory.

Pengxu Chen, Yao Zhu, Guangming Zhu et al. · arXiv.org · 0 citations