Author

Jia-Wen Zong

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#artificial intelligence Preprint Nov 2026

The Pen is Mightier than the Pixel: Natural Textual Unlearnable Example for Large Vision Language Models

This paper proposes a novel text-based perturbation method, Natural Textual Unlearnable Examples (NTUE), which can effectively mislead LVLMs by subtly manipulating the image label, establishing a shortcut between an identity of interest and a separate target, without introducing factual misinformation or affecting read...

Chen-Yu Yi, Jia-Wen Zong, Sami Hormi et al. · 0 citations

#machine learning Preprint Oct 2026

CoLA: Multi-VLA Coordination via Learned Adapters

Vision-Language-Action (VLA) models are typically deployed as isolated single-agent policies. When several such agents share a workspace, they can coordinate implicitly, by observing one another, or explicitly, by exchanging messages, but it remains unclear when explicit communication becomes necessary. We introduce Co...

Ahaskar Kashyap, Jia-Wen Zong, Bo-Yu Ma et al. · 0 citations