publications

2024

2024

1. CCS

   Image-Perfect Imperfections: Safety, Bias, and Authenticity in the Shadow of Text-To-Image Model Evolution

   Yixin Wu, Yun Shen, Michael Backes, and Yang Zhang

   In ACM Conference on Computer and Communications Security (CCS), 2024

   Bib

   @inproceedings{WSBZ24,
     author = {Wu, Yixin and Shen, Yun and Backes, Michael and Zhang, Yang},
     title = {Image-Perfect Imperfections: Safety, Bias, and Authenticity in the Shadow of Text-To-Image Model Evolution},
     booktitle = {{ACM Conference on Computer and Communications Security (CCS)}},
     publisher = {ACM},
     year = {2024}
   }

2. Usenix Security

   Quantifying Privacy Risks of Prompts in Visual Prompt Learning

   Yixin Wu, Rui Wen, Michael Backes, Pascal Berrang, Mathias Humbert, Yun Shen, and Yang Zhang

   In USENIX Security Symposium (USENIX Security), 2024

   Bib

   @inproceedings{WWBBHSZ24,
     author = {Wu, Yixin and Wen, Rui and Backes, Michael and Berrang, Pascal and Humbert, Mathias and Shen, Yun and Zhang, Yang},
     title = {{Quantifying Privacy Risks of Prompts in Visual Prompt Learning}},
     booktitle = {{USENIX Security Symposium (USENIX Security)}},
     publisher = {USENIX},
     year = {2024}
   }

3. PETS

   Link Stealing Attacks Against Inductive Graph Neural Networks

   Yixin Wu, Xinlei He, Pascal Berrang, Mathias Humbert, Michael Backes, Neil Zhenqiang Gong, and Yang Zhang

   In Privacy Enhancing Technologies Symposium (PETS), 2024

   Bib

   @inproceedings{WHBHBGZ24,
     author = {Wu, Yixin and He, Xinlei and Berrang, Pascal and Humbert, Mathias and Backes, Michael and Gong, Neil Zhenqiang and Zhang, Yang},
     title = {{Link Stealing Attacks Against Inductive Graph Neural Networks}},
     booktitle = {{Privacy Enhancing Technologies Symposium (PETS)}},
     publisher = {PETS},
     year = {2024}
   }

4. EMNLP

   The Death and Life of Great Prompts: Analyzing the Evolution of LLM Prompts from the Structural Perspective

   Yihan Ma, Xinyue Shen, Yixin Wu, Boyang Zhang, Michael Backes, and Yang Zhang

   In Empirical Methods in Natural Language Processing (EMNLP), 2024

   Bib

   @inproceedings{MSWZBZ24,
     author = {Ma, Yihan and Shen, Xinyue and Wu, Yixin and Zhang, Boyang and Backes, Michael and Zhang, Yang},
     title = {{The Death and Life of Great Prompts: Analyzing the Evolution of LLM Prompts from the Structural Perspective}},
     booktitle = {{Empirical Methods in Natural Language Processing (EMNLP)}},
     publisher = {EMNLP},
     year = {2024}
   }

5. arxiv

   Voice Jailbreak Attacks Against GPT-4o

   Xinyue Shen^*, Yixin Wu^*, Michael Backes, and Yang Zhang

   CoRR abs/2405.19103, 2024

   Bib

   @article{SWBZ24,
     author = {Shen, Xinyue and Wu, Yixin and Backes, Michael and Zhang, Yang},
     title = {{Voice Jailbreak Attacks Against GPT-4o}},
     journal = {{CoRR abs/2405.19103}},
     year = {2024}
   }

6. arxiv

   UnsafeBench: Benchmarking Image Safety Classifiers on Real-World and AI-Generated Images

   Yiting Qu, Xinyue Shen, Yixin Wu, Michael Backes, Savvas Zannettou, and Yang Zhang

   CoRR abs/2405.03486, 2024

   Bib

   @article{QSWBZZ24,
     author = {Qu, Yiting and Shen, Xinyue and Wu, Yixin and Backes, Michael and Zannettou, Savvas and Zhang, Yang},
     title = {{UnsafeBench: Benchmarking Image Safety Classifiers on Real-World and AI-Generated Images}},
     journal = {{CoRR abs/2405.03486}},
     year = {2024}
   }

2023

2023

1. arxiv

   On the Proactive Generation of Unsafe Images From Text-To-Image Models Using Benign Prompts

   Yixin Wu, Ning Yu, Michael Backes, Yun Shen, and Yang Zhang

   CoRR abs/2310.16613, 2023

   Bib

   @article{WYBSZ23,
     author = {Wu, Yixin and Yu, Ning and Backes, Michael and Shen, Yun and Zhang, Yang},
     title = {{On the Proactive Generation of Unsafe Images From Text-To-Image Models Using Benign Prompts}},
     journal = {{CoRR abs/2310.16613}},
     year = {2023}
   }

2022

2022

1. arxiv

   Membership Inference Attacks Against Text-to-image Generation Models

   Yixin Wu, Ning Yu, Zheng Li, Michael Backes, and Yang Zhang

   CoRR abs/2210.00968, 2022

   Bib

   @article{WYLBZ22,
     author = {Wu, Yixin and Yu, Ning and Li, Zheng and Backes, Michael and Zhang, Yang},
     title = {{Membership Inference Attacks Against Text-to-image Generation Models}},
     journal = {{CoRR abs/2210.00968}},
     year = {2022}
   }

2021

2021

1. arxiv

   Node-Level Membership Inference Attacks Against Graph Neural Networks

   Xinlei He, Rui Wen, Yixin Wu, Michael Backes, Yun Shen, and Yang Zhang

   CoRR abs/2102.05429, 2021

   Bib

   @article{HWWBSZ21,
     author = {He, Xinlei and Wen, Rui and Wu, Yixin and Backes, Michael and Shen, Yun and Zhang, Yang},
     title = {{Node-Level Membership Inference Attacks Against Graph Neural Networks}},
     journal = {{CoRR abs/2102.05429}},
     year = {2021}
   }