Yiwei Zhou — accepted AI-conference papers

2025

PUO-Bench: A Panel Understanding and Operation Benchmark with A Privacy-Preserving Framework

Wei Lin, Yiwei Zhou, Junkai Zhang, Rui Shao, Zhiyuan Zhao, Junyu Gao +2

NeurIPS 2025poster

Recent advancements in Vision-Language Models (VLMs) have enabled GUI agents to leverage visual features for interface understanding and operation in the digital world. However, limited research has addressed the interpretation and interaction with control panels in real-world settings. To bridge th…

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2024

Few-Shot Adversarial Prompt Learning on Vision-Language Models

Yiwei Zhou, Xiaobo Xia, Zhiwei Lin, Bo Han, Tongliang Liu

NeurIPS 2024poster

The vulnerability of deep neural networks to imperceptible adversarial perturbations has attracted widespread attention. Inspired by the success of vision-language foundation models, previous efforts achieved zero-shot adversarial robustness by aligning adversarial visual features with text supervis…

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