Renyang Liu

@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{si2024post,
  title = {Post-Deployment Fine-Tunable Semantic Communication},
  author = {Si, Peiyuan and Liu, Renyang and Qian, Liangxin and Zhao, Jun and Lam, Kwok-Yan},
  journal = {IEEE Transactions on Wireless Communications},
  year = {2024},
  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},
}

@article{he2022type,
  title = {Type-I generative adversarial attack},
  author = {He, Shenghong and Wang, Ruxin and Liu, Tongliang and Yi, Chao and Jin, Xin and Liu, Renyang and Zhou, Wei},
  journal = {IEEE Transactions on Dependable and Secure Computing},
  volume = {20},
  number = {3},
  pages = {2593--2606},
  year = {2023},
  publisher = {IEEE},
}