2026

1. AAAI

   Hierarchical semantic alignment for image clustering   Application: Image Clustering

   Xingyu Zhu, Beier Zhu, Yunfan Li, and 4 more authors

   In AAAI Conference on Artificial Intelligence
2. AAAI

   DEPO: Dual-efficiency preference optimization for LLM agents   Application: LLM Agent

   Sirui Chen, Mengshi Zhao, Lei Xu, and 5 more authors

   In AAAI Conference on Artificial Intelligence

   arXiv Bib Video Code PROJECT

   @inproceedings{chen2025dual,
     title = {DEPO: Dual-efficiency preference optimization for LLM agents},
     author = {Chen, Sirui and Zhao, Mengshi and Xu, Lei and Zhao, Yuying and Zhu, Beier and Zhang, Hanwang and Zhao, Shengjie and Lu, Chaochao},
     booktitle = {AAAI Conference on Artificial Intelligence},
     year = {2026},
     projectpage = {https://opencausalab.github.io/DEPO/},
   }

2025

1. NeurIPS

   Adaptive stochastic coefficients for accelerating diffusion sampling   Theory: Diffusion Solver

   Ruoyu Wang^*, Beier Zhu^*, Junzhi Li, and 2 more authors

   In Advances in Neural Information Processing Systems

   arXiv Bib Code

   @inproceedings{wang2025adaptive,
     title = {Adaptive stochastic coefficients for accelerating diffusion sampling},
     author = {Wang, Ruoyu and Zhu, Beier and Li, Junzhi and Yuan, Liangyu and Zhang, Chi},
     booktitle = {Advances in Neural Information Processing Systems},
     year = {2025},
   }

2. NeurIPS

   Enhancing CLIP robustness via cross-modality alignment   Application: VLM Adaptation

   Xingyu Zhu, Beier Zhu, Shuo Wang, and 2 more authors

   In Advances in Neural Information Processing Systems

   Spotlight

   arXiv Bib

   @inproceedings{zhu2025enhancing,
     title = {Enhancing CLIP robustness via cross-modality alignment},
     author = {Zhu, Xingyu and Zhu, Beier and Wang, Shuo and Zhao, Kesen and Zhang, Hanwang},
     booktitle = {Advances in Neural Information Processing Systems},
     year = {2025},
   }

3. arXiv

   Subject-consistent and pose-diverse text-to-image generation   Application: Diffusion Generation

   Zhanxin Gao, Beier Zhu, Liang Yao, and 2 more authors

   arXiv Bib Video Code PROJECT

   @unpublished{gao2025subject,
     title = {Subject-consistent and pose-diverse text-to-image generation},
     author = {Gao, Zhanxin and Zhu, Beier and Yao, Liang and Yang, Jian and Tai, Ying},
     year = {2025},
     projectpage = {https://zhanxin-gao.github.io/CoDi/},
   }

4. ICCV

   Unsupervised visual chain-of-thought reasoning via preference optimization   Application: Visual Reasoning

   Kesen Zhao, Beier Zhu^{^}, Qianru Sun, and 1 more author

   In International Conference on Computer Vision

   arXiv Bib Code PROJECT

   @inproceedings{zhao2025unsupervised,
     title = {Unsupervised visual chain-of-thought reasoning via preference optimization},
     author = {Zhao, Kesen and Zhu, Beier and Sun, Qianru and Zhang, Hanwang},
     booktitle = {International Conference on Computer Vision},
     year = {2025},
     projectpage = {https://kesenzhao.github.io/my_project/projects/UV-CoT.html}
   }

5. ICCV

   Distilling parallel gradients for fast ODE solvers of diffusion models   Theory: Diffusion Solver

   Beier Zhu^*, Ruoyu Wang^*, Tong Zhao, and 2 more authors

   In International Conference on Computer Vision

   arXiv Bib Video Code Poster

   @inproceedings{zhu2025distilling,
     title = {Distilling parallel gradients for fast ODE solvers of diffusion models},
     author = {Zhu, Beier and Wang, Ruoyu and Zhao, Tong and Zhang, Hanwang and Zhang, Chi},
     booktitle = {International Conference on Computer Vision},
     year = {2025},
   }

6. ICCV

   Dynamic Multimodal Prototype Learning in Vision-Language Models   Application: VLM Adaptation

   Xingyu Zhu, Shuo Wang, Beier Zhu, and 6 more authors

   In International Conference on Computer Vision

   arXiv Bib

   @inproceedings{zhu2025dynamic,
     title = {Dynamic Multimodal Prototype Learning in Vision-Language Models},
     author = {Zhu, Xingyu and Wang, Shuo and Zhu, Beier and Li, Miaoge and Li, Yunfan and Fang, Junfeng and Wang, Zhicai and Wang, Dongsheng and Zhang, Hanwang},
     booktitle = {International Conference on Computer Vision},
     year = {2025},
   }

7. FCS

   Debiasing vision-language models for vision tasks: a survey   Survey

   Beier Zhu, and Hanwang Zhang

   Frontiers of Computer Science
8. CVPR

   Project-probe-aggregate: efficient fine-tuning for group robustness   Theory: Group Robustness

   Beier Zhu, Jiequan Cui, Hanwang Zhang, and 1 more author

   In Computer Vision and Pattern Recognition Conference

   Highlight

   arXiv Bib Poster

   @inproceedings{zhu2025project,
     title = {Project-probe-aggregate: efficient fine-tuning for group robustness},
     author = {Zhu, Beier and Cui, Jiequan and Zhang, Hanwang and Zhang, Chi},
     booktitle = {Computer Vision and Pattern Recognition Conference},
     year = {2025},
   }

9. CVPR

   StyleStudio: text-driven style transfer with selective control of style elements   Application: Diffusion Generation

   Mingkun Lei, Xue Song, Beier Zhu, and 2 more authors

   In Computer Vision and Pattern Recognition Conference

   arXiv Bib Code PROJECT

   @inproceedings{lei2025stylestudio,
     title = {StyleStudio: text-driven style transfer with selective control of style elements},
     author = {Lei, Mingkun and Song, Xue and Zhu, Beier and Wang, Hao and Zhang, Chi},
     booktitle = {Computer Vision and Pattern Recognition Conference},
     projectpage = {https://stylestudio-official.github.io/},
     year = {2025}
   }

10. CVPR

    Devils in middle layers of large vision-language models: Interpreting, detecting and mitigating object hallucinations via attention lens   Application: Hallucination Mitigation

    Zhangqi Jiang, Junkai Chen, Beier Zhu, and 3 more authors

    In Computer Vision and Pattern Recognition Conference

    arXiv Bib Code

    @inproceedings{jiang2025devils,
      title = {Devils in middle layers of large vision-language models: Interpreting, detecting and mitigating object hallucinations via attention lens},
      author = {Jiang, Zhangqi and Chen, Junkai and Zhu, Beier and Luo, Tingjin and Shen, Yankun and Yang, Xu},
      booktitle = {Computer Vision and Pattern Recognition Conference},
      year = {2025},
    }

11. arXiv

    Generalized kullback-leibler divergence loss   Theory: Knowledge Distillation

    Jiequan Cui, Beier Zhu, Qingshan Xu, and 5 more authors

    arXiv Bib Code

    @unpublished{cui2025generalized,
      title = {Generalized kullback-leibler divergence loss},
      author = {Cui, Jiequan and Zhu, Beier and Xu, Qingshan and Tian, Zhuotao and Qi, Xiaojuan and Yu, Bei and Zhang, Hanwang and Hong, Richang},
      year = {2025},
    }

2024

1. Thesis

   Towards unbiased, accurate and robust fine-tuning of zero-shot vision models  

   Zhu Beier

   PDF
2. NeurIPS

   Enhancing zero-shot vision models by label-free prompt distribution learning and bias correcting   Theory: Imbalanced Learning

   Xingyu Zhu^*, Beier Zhu^*, Yi Tan, and 3 more authors

   In Advances in Neural Information Processing Systems

   Spotlight

   arXiv Bib Code Poster

   @inproceedings{zhu2024enhancing,
     title = {Enhancing zero-shot vision models by label-free prompt distribution learning and bias correcting},
     author = {Zhu, Xingyu and Zhu, Beier and Tan, Yi and Wang, Shuo and Hao, Yanbin and Zhang, Hanwang},
     booktitle = {Advances in Neural Information Processing Systems},
     year = {2024}
   }

3. NeurIPS

   Robust fine-tuning of zero-shot models via variance reduction   Theory: OOD Generalization

   Beier Zhu, Jiequan Cui, and Hanwang Zhang

   In Advances in Neural Information Processing Systems

   arXiv Bib Code Poster

   @inproceedings{zhu2024robust,
     title = {Robust fine-tuning of zero-shot models via variance reduction},
     author = {Zhu, Beier and Cui, Jiequan and Zhang, Hanwang},
     booktitle = {Advances in Neural Information Processing Systems},
     year = {2024}
   }

4. MM

   Selective vision-language subspace projection for few-shot CLIP   Application: VLM Adaptation

   Xingyu Zhu^*, Beier Zhu^*, Yi Tan, and 3 more authors

   In ACM International Conference on Multimedia

   Oral

   arXiv Bib Code

   @inproceedings{zhu2024selective,
     title = {Selective vision-language subspace projection for few-shot CLIP},
     author = {Zhu, Xingyu and Zhu, Beier and Tan, Yi and Wang, Shuo and Hao, Yanbin and Zhang, Hanwang},
     booktitle = {ACM International Conference on Multimedia},
     year = {2024},
   }

5. CVPR

   Classes are not equal: an empirical study on image recognition fairness   Application: Classification Fairness

   Jiequan Cui, Beier Zhu, Xin Wen, and 3 more authors

   In Computer Vision and Pattern Recognition Conference

   arXiv Bib Code

   @inproceedings{cui2024classes,
     title = {Classes are not equal: an empirical study on image recognition fairness},
     author = {Cui, Jiequan and Zhu, Beier and Wen, Xin and Qi, Xiaojuan and Yu, Bei and Zhang, Hanwang},
     booktitle = {Computer Vision and Pattern Recognition Conference},
     year = {2024},
   }

2023

1. NeurIPS

   Generalized logit adjustment: Calibrating fine-tuned models by removing label bias in foundation models   Theory: Imbalanced Learning

   Beier Zhu, Kaihua Tang, Qianru Sun, and 1 more author

   In Advances in Neural Information Processing Systems

   arXiv Bib Code

   @inproceedings{zhu2023generalized,
     title = {Generalized logit adjustment: Calibrating fine-tuned models by removing label bias in foundation models},
     author = {Zhu, Beier and Tang, Kaihua and Sun, Qianru and Zhang, Hanwang},
     booktitle = {Advances in Neural Information Processing Systems},
     year = {2023},
   }

2. AAAI

   Debiased fine-tuning for vision-language models by prompt regularization   Application: VLM Adaptation

   Beier Zhu, Yulei Niu, Saeil Lee, and 2 more authors

   In AAAI Conference on Artificial Intelligence

   Oral

   arXiv Bib Code

   @inproceedings{zhu2023debiased,
     title = {Debiased fine-tuning for vision-language models by prompt regularization},
     author = {Zhu, Beier and Niu, Yulei and Lee, Saeil and Hur, Minhoe and Zhang, Hanwang},
     booktitle = {AAAI Conference on Artificial Intelligence},
     year = {2023}
   }

3. AAAI

   Leveraging modality-specific representations for audio-visual speech recognition via reinforcement learning   Application: Speech Recognition

   Chen Chen, Yuchen Hu, Qiang Zhang, and 3 more authors

   In AAAI conference on artificial intelligence

   Oral

   arXiv Bib

   @inproceedings{chen2023leveraging,
     title = {Leveraging modality-specific representations for audio-visual speech recognition via reinforcement learning},
     author = {Chen, Chen and Hu, Yuchen and Zhang, Qiang and Zou, Heqing and Zhu, Beier and Chng, Eng Siong},
     booktitle = {AAAI conference on artificial intelligence},
     year = {2023}
   }

4. ICCV

   Prompt-aligned gradient for prompt tuning   Application: VLM Adaptation

   Beier Zhu, Yulei Niu, Yucheng Han, and 2 more authors

   In International Conference on Computer Vision

   arXiv Bib Code

   @inproceedings{zhu2023prompt,
     title = {Prompt-aligned gradient for prompt tuning},
     author = {Zhu, Beier and Niu, Yulei and Han, Yucheng and Wu, Yue and Zhang, Hanwang},
     booktitle = {International Conference on Computer Vision},
     year = {2023},
   }

2022

1. AAAI

   Cross-domain empirical risk minimization for unbiased long-tailed classification   Theory: Imbalanced Learning

   Beier Zhu, Yulei Niu, Xian-Sheng Hua, and 1 more author

   In Proceedings of the AAAI conference on artificial intelligence

   Oral

   arXiv Bib Code

   @inproceedings{zhu2022cross,
     title = {Cross-domain empirical risk minimization for unbiased long-tailed classification},
     author = {Zhu, Beier and Niu, Yulei and Hua, Xian-Sheng and Zhang, Hanwang},
     booktitle = {Proceedings of the AAAI conference on artificial intelligence},
     year = {2022}
   }

2021

1. TIP

   Structure-coherent deep feature learning for robust face alignment   Application: Face Alignment

   Chunze Lin^*, Beier Zhu^*, Quan Wang, and 4 more authors

   IEEE Transactions on Image Processing

2019

1. TSG

   Fault location for radial distribution network via topology and reclosure-generating traveling waves   Application: Power System

   Shenxing Shi, Beier Zhu^{^}, Aoyu Lei, and 1 more author

   IEEE Transactions on Smart Grid

2018

1. TSG

   Fault classification for transmission lines based on group sparse representation   Application: Power System

   Shenxing Shi, Beier Zhu^{^}, Sohrab Mirsaeidi, and 1 more author

   IEEE Transactions on Smart Grid