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Le Zhuo

Researcher
Krea AI
zhuole1025@gmail.com


About Me

I am currently working as a researcher at Krea AI. Before this, I was at Shanghai AI Lab supervised by Dr. Peng Gao and Prof. Hongsheng Li after receiving my B.E. degree in 2024. I was also a research intern at Mila - Québec AI Institute supervised by Prof. Jian Tang. During my undergraduate years, I was supervised by Prof. Si Liu and I was fortunate to work with Prof. Shuicheng Yan and Dr. Jie Fu at Beijing Academy of Artificial Intelligence.

Research Interests

News

Selected Publications

  1. ICCV
    From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning
    Le Zhuo*, Liangbing Zhao*, Sayak Paul, Yue Liao, Renrui Zhang, Yi Xin, Peng Gao, Mohamed Elhoseiny, Hongsheng Li
    The International Conference on Computer Vision (ICCV), 2025.
    PDF Code Project Page

  2. CVPR
    VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection
    Songhao Han, Wei Huang, Hairong Shi, Le Zhuo, Xiu Su, Shifeng Zhang, Xu Zhou, Xiaojuan Qi, Yue Liao, Si Liu
    The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025.
    PDF Code Oral Presentation

  3. NeurIPS
    Lumina-Next: Making Lumina-T2X Stronger and Faster with Next-DiT
    Le Zhuo*, Ruoyi Du*, Han Xiao*, Yangguang Li*, Dongyang Liu*, Rongjie Huang*, Wenze Liu*, Lirui Zhao, Fu-Yun Wang, Zhanyu Ma, Xu Luo, Zehan Wang, Kaipeng Zhang, Xiangyang Zhu, Si Liu, Xiangyu Yue, Dingning Liu, Wanli Ouyang, Ziwei Liu, Yu Qiao, Hongsheng Li, Peng Gao
    Neural Information Processing Systems (NeurIPS), 2024.
    PDF Code

  4. ICLR
    Lumina-T2X: Transforming Text into Any Modality, Resolution, and Duration via Flow-based Large Diffusion Transformers
    Peng Gao*, Le Zhuo*, Dongyang Liu*, Ruoyi Du*, Xu Luo*, Longtian Qiu, Yuhang Zhang, Chen Lin, Rongjie Huang, Shijie Geng, Renrui Zhang, Junlin Xi, Wenqi Shao, Zhengkai Jiang, Tianshuo Yang, Weicai Ye, He Tong, Jingwen He, Yu Qiao, Hongsheng Li
    International Conference on Learning Representations (ICLR), 2025.
    PDF Code Spotlight

  5. Preprint
    Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining
    Dongyang Liu*, Shitian Zhao*, Le Zhuo*, Weifeng Lin*, Yu Qiao, Hongsheng Li, Peng Gao
    Technical Report.
    PDF Code

  6. ACL
    ProtLLM: An Interleaved Protein-Language LLM with Protein-as-Word Pre-Training
    Le Zhuo*, Zewen Chi*, Minghao Xu*, Heyan Huang, Jianan Zhao, Heqi Zheng, Conghui He, Xian-Ling Mao, Wentao Zhang
    Association for Computational Linguistics, (ACL), 2024.
    PDF Code Project Page

  7. ICLR
    LLMs as Visual Explainers: Advancing Image Classification with Evolving Visual Descriptions
    Songhao Han*, Le Zhuo*, Yue Liao, Si Liu
    ICLR 2025 Science for Foundation Models (SCI-FM) Workshop
    PDF Code

  8. ACM MM
    DiffDance: Cascaded Human Motion Diffusion Model for Dance Generation
    Qiaosong Qi*, Le Zhuo*, Aixi Zhang, Yue Liao, Fei Fang, Si Liu, Shuicheng Yan
    ACM International Conference on Multimedia (ACM MM), 2023.
    PDF Oral Presentation

  9. ICCV
    Video Background Music Generation: Dataset, Method and Evaluation
    Le Zhuo*, Zhaokai Wang*, Baisen Wang*, Yue Liao, Chenxi Bao, Stanley Peng, Songhao Han, Aixi Zhang, Fei Fang, Si Liu
    IEEE/CVF International Conference on Computer Vision (ICCV), 2023.
    PDF Code

  10. ISMIR
    LyricWhiz: Robust Multilingual Zero-shot Lyrics Transcription by Whispering to ChatGPT
    Le Zhuo, Ruibin Yuan, Jiahao Pan, Yizhi Li, Ge Zhang, Jiawen Huang, Si Liu, Roger Dannenberg, Jie Fu, Chenghua Lin, Emmanouil Benetos, Wenhu Chen, Wei Xue, Yike Guo
    International Society for Music Information Retrieval (ISMIR), 2023.
    PDF Code

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