Author

Hao-Wen Jiang

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Preprint Sep 2026

Universal Cross-Prompt Adversarial Attacks on Promptable Concept Segmentation

AdvPCS is proposed, a universal cross-prompt adversarial attack for Promptable Concept Segmentation (PCS), including a min-max prompt optimization strategy, a global-local perception deception attack, and a temporal transition deviation attack.

Zi-Qi Zhou, Yi-Fan Hu, Yu-Fei Song et al. · 0 citations

#artificial intelligence Preprint Oct 2026

ReMAP: Restoring the Perceptual Cycle with Reasoning-Time Latent Visual Memory

As multimodal large language models (MLLMs) reason for longer, attention to the initial visual input diminishes, weakening visual grounding. Visual memory reintroduces visual evidence during reasoning. We conduct a controlled analysis of visual memory along three axes: curation, organization, and access. We find that l...

Hao-Wen Jiang, Zhan-Yu Guo, Chen-Wei Wu et al. · 0 citations