Publications

• 
  UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens

  Personalization Multimodal

  Ruichuan An*, Sihan Yang*, Renrui Zhang, zijun shen, Ming Lu, Gaole Dai, Hao Liang, Ziyu Guo, Shilin Yan, Yulin Luo, Bocheng Zou, Chaoqun Yang, Wentao Zhang

  NeurIPS 2025, First Available on: 2025-05-20, Published on: 2025-09-18, Last Update on: 2026-02-07

  [arXiv] [DOI] [Poster]
• 
  Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want

  Visual Prompt Multimodal

  Weifeng Lin*, Xinyu Wei*, Ruichuan An, Peng Gao, Bocheng Zou, Yulin Luo, Siyuan Huang, Shanghang Zhang, Hongsheng Li

  ICLR 2025, First Available on: 2024-03-29, Published on: 2025-01-22, Last Update on: 2025-02-22

  [arXiv] [Project Page] [Poster]
• 
  VGBench: Evaluating Large Language Models on Vector Graphics Understanding and Generation

  Vector Graphics Multimodal Benchmark

  Bocheng Zou*, Mu Cai*, Jianrui Zhang, Yong Jae Lee

  EMNLP 2024, First Available on: 2024-07-15, Published on: 2024-11-16, Last Update on: 2024-08-29

  [arXiv] [DOI] [Project Page]
• 
  LLM as Dataset Analyst: Subpopulation Structure Discovery with Large Language Model

  Data-Centric AI Multimodal

  Yulin Luo*, Ruichuan An*, Bocheng Zou, Yiming Tang, Jiaming Liu, Shanghang Zhang

  ECCV 2024, First Available on: 2024-05-03, Published on: 2024-10-25, Last Update on: 2024-07-24

  [arXiv] [DOI] [Project Page] [Poster]