publications

2026

1. Preprint

   

   ClawNet: Human-Symbiotic Agent Network for Cross-User Autonomous Cooperation

   Zhiqin Yang^*, Zhenyuan Zhang^*, Xianzhang Jia, Jun Song, Wei Xue, Yonggang Zhang, and Yike Guo

   2026

   Bib arXiv Website

   @misc{yang2026clawnet,
     title = {ClawNet: Human-Symbiotic Agent Network for Cross-User Autonomous Cooperation},
     author = {Yang, Zhiqin and Zhang, Zhenyuan and Jia, Xianzhang and Song, Jun and Xue, Wei and Zhang, Yonggang and Guo, Yike},
     year = {2026},
     archiveprefix = {arXiv},
     primaryclass = {cs.AI},
   }

2. Preprint

   

   MemFly: On-the-Fly Memory Optimization via Information Bottleneck

   Zhenyuan Zhang, Xianzhang Jia, Zhiqin Yang, Zhenbo Song, Wei Xue, Sirui Han, and Yike Guo

   2026

   Bib arXiv

   @misc{zhang2026memfly,
     title = {MemFly: On-the-Fly Memory Optimization via Information Bottleneck},
     author = {Zhang, Zhenyuan and Jia, Xianzhang and Yang, Zhiqin and Song, Zhenbo and Xue, Wei and Han, Sirui and Guo, Yike},
     year = {2026},
     archiveprefix = {arXiv},
     primaryclass = {cs.AI},
   }

3. ICLR

   

   Motion-R1: Chain-of-Thought Reasoning and Reinforcement Learning for Human Motion Generation

   Runqi Ouyang^*, Haoyun Li^*, Zhenyuan Zhang^*, Xiaofeng Wang, Zheng Zhu, Guan Huang, Hansi Rui, and Xingang Wang

   In International Conference on Learning Representations (ICLR), 2026

   Bib HTML Website

   @inproceedings{ouyang2026motionr1,
     title = {Motion-R1: Chain-of-Thought Reasoning and Reinforcement Learning for Human Motion Generation},
     author = {Ouyang, Runqi and Li, Haoyun and Zhang, Zhenyuan and Wang, Xiaofeng and Zhu, Zheng and Huang, Guan and Rui, Hansi and Wang, Xingang},
     booktitle = {International Conference on Learning Representations (ICLR)},
     year = {2026},
   }

2025

1. NN

   Deep Image Restoration in Adverse Weather: A Survey

   Zhenbo Song^*, Ruixin Li^*, Zhenyuan Zhang^*, Tao Wang, Jianfeng Lu, Xin Yu, and Kaihao Zhang

   Neural Networks, 2025

   In submission

   Bib

   @article{song2025survey,
     title = {Deep Image Restoration in Adverse Weather: A Survey},
     author = {Song, Zhenbo and Li, Ruixin and Zhang, Zhenyuan and Wang, Tao and Lu, Jianfeng and Yu, Xin and Zhang, Kaihao},
     journal = {Neural Networks},
     year = {2025},
     note = {In submission}
   }

2. Tech Report

   

   GigaWorld-0: World Models as Data Engine to Empower Embodied AI

   GigaWorld Team, Angen Ye, others, Zhenyuan Zhang, others, and Zheng Zhu

   2025

   Bib HTML Website

   @article{gigaworld2025,
     title = {GigaWorld-0: World Models as Data Engine to Empower Embodied AI},
     author = {Team, GigaWorld and Ye, Angen and others and Zhang, Zhenyuan and others and Zhu, Zheng},
     year = {2025},
   }

3. NeurIPS

   

   IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering

   Parker Liu, Chenxin Li, Zhengxin Li, Yipeng Wu, Wuyang Li, Zhiqin Yang, Zhenyuan Zhang, Yunlong Lin, Sirui Han, and Brandon Y. Feng

   In Advances in Neural Information Processing Systems (NeurIPS), 2025

   Bib HTML Website

   @inproceedings{liu2025ir3dbench,
     title = {IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering},
     author = {Liu, Parker and Li, Chenxin and Li, Zhengxin and Wu, Yipeng and Li, Wuyang and Yang, Zhiqin and Zhang, Zhenyuan and Lin, Yunlong and Han, Sirui and Feng, Brandon Y.},
     booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
     year = {2025},
   }

4. TIFS

   Multi-Scale Semantic-Guidance Networks: Robust Blind Face Restoration Against Adversarial Attacks

   Zhenyuan Zhang^*, Xingqun Qi^*, Zhenbo Song, Zhiqin Yang, Jianfeng Lu, Muyi Sun, Man Zhang, and Zhenan Sun

   IEEE Transactions on Information Forensics and Security, 2025

   Bib DOI HTML

   @article{zhang2025msgnet,
     title = {Multi-Scale Semantic-Guidance Networks: Robust Blind Face Restoration Against Adversarial Attacks},
     author = {Zhang, Zhenyuan and Qi, Xingqun and Song, Zhenbo and Yang, Zhiqin and Lu, Jianfeng and Sun, Muyi and Zhang, Man and Sun, Zhenan},
     journal = {IEEE Transactions on Information Forensics and Security},
     year = {2025},
     doi = {10.1109/tifs.2025.3570850},
   }

2023

1. CVPR

   

   Robust Single Image Reflection Removal Against Adversarial Attacks

   Zhenbo Song^*, Zhenyuan Zhang^*, Kaihao Zhang, Wenhan Luo, Zhaoxin Fan, Wenqi Ren, and Jianfeng Lu

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023

   Bib HTML Code

   @inproceedings{song2023robust,
     title = {Robust Single Image Reflection Removal Against Adversarial Attacks},
     author = {Song, Zhenbo and Zhang, Zhenyuan and Zhang, Kaihao and Luo, Wenhan and Fan, Zhaoxin and Ren, Wenqi and Lu, Jianfeng},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2023},
   }

2. SP

   Deep semantic-aware remote sensing image deblurring

   Zhenbo Song, Zhenyuan Zhang, Feiyi Fang, Zhaoxin Fan, and Jianfeng Lu

   Signal Processing, 2023

   Bib HTML

   @article{song2023deblurring,
     title = {Deep semantic-aware remote sensing image deblurring},
     author = {Song, Zhenbo and Zhang, Zhenyuan and Fang, Feiyi and Fan, Zhaoxin and Lu, Jianfeng},
     journal = {Signal Processing},
     year = {2023},
   }