Renyang Liu

@article{PAA,
  author = {Fu, Tingchao and and Liu, Renyang and Liu, Ziyao and Si, Peiyuan and Li, Fanxiao and Zhang, Jinhong and Zhou, Wei},
  title = {Say What I Want! Prompt-Agnostic Adversarial Attacks on Large Vision Language Models},
  journal = {IEEE Transactions on Multimedia},
  year = {2026},
}

@inproceedings{liu2026recall,
  author = {Liu, Renyang and Li, Guanlin and Zhang, Tianwei and Ng, See-Kiong},
  title = {Image Can Bring Your Memory Back: A Novel Multi-Modal Guided Attack against Image Generation Model Unlearning},
  booktitle = {The Fourteenth International Conference on Learning Representations (ICLR)},
  year = {2026},
}

@inproceedings{liu2026factguard,
  title = {FACTGUARD: Event-Centric and Commonsense-Guided Fake News Detection},
  author = {He, Jing and Zhang, Han and Xiao, Yuanhui and Guo, Wei and Yao, Shaowen and Liu, Renyang},
  booktitle = {The Fortieth AAAI Conference on Artificial Intelligence (AAAI)},
  organization = {AAAI},
  year = {2026},
}

@inproceedings{li2026pwavep,
  title = {PWAVEP: Purifying Imperceptible Adversarial Perturbations in 3D Point Clouds via Spectral Graph Wavelets},
  author = {Li, Haoran and Liu, Renyang and Liu, Hongjia and Chen, Wang and Yin, Long and Xu, Jian},
  booktitle = {The Web Conference 2026 (WWW)},
  organization = {ACM},
  year = {2026},
}

@inproceedings{liu2024anid,
  title = {D-Judge: How Far Are We? Assessing the Discrepancies Between AI-synthesized Images and Natural Images through Multimodal Guidance},
  author = {Liu, Renyang and Lyu, Ziyu and Zhou, Wei and Ng, See-Kiong},
  booktitle = {ACM International Conference on Multimedia (MM)},
  organization = {ACM},
  year = {2025},
  data = {https://huggingface.co/datasets/Renyang/DANI},
}

@inproceedings{liu2025igmu,
  title = {Rethinking Machine Unlearning in Image Generation Models},
  author = {Liu, Renyang and Feng, Wenjie and Zhang, Tianwei and Zhou, Wei and Cheng, Xueqi and Ng, See-Kiong},
  booktitle = {ACM Conference on Computer and Communications Security (CCS)},
  organization = {ACM},
  year = {2025},
}

@article{liu2024stba,
  title = {STBA: Towards Evaluating the Robustness of DNNs for Query-Limited Black-box Scenario},
  author = {Liu, Renyang and Lam, Kwok-Yan and Zhou, Wei and Wu, Sixing and Zhao, Jun and Hu, Dongting and Gong, Mingming},
  journal = {IEEE Transactions on Multimedia},
  year = {2025},
  publisher = {IEEE},
}

@article{liu2024boosting,
  title = {Boosting Black-box Attack to Deep Neural Networks with Conditional Diffusion Models},
  author = {Liu, Renyang and Zhou, Wei and Zhang, Tianwei and Chen, Kangjie and Zhao, Jun and Lam, Kwok-Yan},
  journal = {IEEE Transactions on Information Forensics and Security},
  year = {2024},
  publisher = {IEEE},
}