publications

2025

1. Under Review

   X2Edit: A Task-Aware MoE-LoRA Framework with Representation Contrastive Learning on Comprehensive Editing Dataset

   Jian Ma, Xujie Zhu, Zihao Pan, Qirong Peng, Xu Guo, Chen Chen, and 1 more author

   In Under Review, 2025

   Bib

   @inproceedings{ma2025x2edit,
     title = {X2Edit: A Task-Aware MoE-LoRA Framework with Representation Contrastive Learning on Comprehensive Editing Dataset},
     author = {Ma, Jian and Zhu, Xujie and Pan, Zihao and Peng, Qirong and Guo, Xu and Chen, Chen and Lu, Haonan},
     year = {2025},
     booktitle = {Under Review},
   }

2. Under Review

   Training-Free Watermarking for Autoregressive Image Generation

   Yu Tong, Zihao Pan, Shuai Yang, and Kaiyang Zhou

   In Under Review, 2025

   Bib PDF Code

   @inproceedings{tong2025indexmark,
     title = {Training-Free Watermarking for Autoregressive Image Generation},
     author = {Tong, Yu and Pan, Zihao and Yang, Shuai and Zhou, Kaiyang},
     year = {2025},
     eprint = {2505.14673},
     booktitle = {Under Review},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
   }

3. Under Review

   GRE Suite: Geolocalization Inference via Fine-Tuned Vision-Language Models and Enhanced Reasoning Chains

   Chun Wang, Xiaojun Ye, Xiaoran Pan, Zihao Pan, Haofan Wang, and Yiren Song

   In Under Review, 2025

   Bib PDF Code

   @inproceedings{wang2025geo,
     title = {GRE Suite: Geolocalization Inference via Fine-Tuned Vision-Language Models and Enhanced Reasoning Chains},
     author = {Wang, Chun and Ye, Xiaojun and Pan, Xiaoran and Pan, Zihao and Wang, Haofan and Song, Yiren},
     year = {2025},
     booktitle = {Under Review},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
   }

2024

1. Under Review

   Detail++: Training-Free Detail Enhacer for Text-to-Image Diffusion Models

   Lifeng Chen, Jiner Wang, Zihao Pan, Beier Zhu, Xiaofeng Yang, and Chi Zhang

   In Under Review, 2024

   Bib

   @inproceedings{chen2025pro,
     title = {Detail++: Training-Free Detail Enhacer for Text-to-Image Diffusion Models},
     author = {Chen, Lifeng and Wang, Jiner and Pan, Zihao and Zhu, Beier and Yang, Xiaofeng and Zhang, Chi},
     year = {2024},
     booktitle = {Under Review},
   }

2. arXiv

   SCA: Improve Semantic Consistent in Unrestricted Adversarial Attacks via DDPM Inversion

   Zihao Pan, Lifeng Chen, Weibin Wu, Yuhang Cao, and Zibin Zheng

   In arXiv preprint, 2024

   Bib PDF Code

   @inproceedings{pan2024sca,
     title = {SCA: Improve Semantic Consistent in Unrestricted Adversarial Attacks via DDPM Inversion},
     author = {Pan, Zihao and Chen, Lifeng and Wu, Weibin and Cao, Yuhang and Zheng, Zibin},
     year = {2024},
     eprint = {2410.02240},
     booktitle = {arXiv preprint},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
   }