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Selected Publications

• Agent Learning via Early Experience
  Kai Zhang, Xiangchao Chen, Bo Liu, Tianci Xue, Zeyi Liao, Zhihan Liu, Xiyao Wang, Yuting Ning, Zhaorun Chen, Xiaohan Fu, Jian Xie, Yuxuan Sun, Boyu Gou, et al.
  ICML'26 Paper
• Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents
  Yu Gu*, Kai Zhang*, Yuting Ning*, Boyuan Zheng*, Boyu Gou, Tianci Xue, Cheng Chang, Sanjari Srivastava, Yanan Xie, Peng Qi, Huan Sun, Yu Su
  TMLR'25 Paper Code Data
• MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
  ICML'24 Oral (1.5%) Paper Website Code
• TravelPlanner: A Benchmark for Real-World Planning with Language Agents
  Jian Xie*, Kai Zhang*, Jiangjie Chen, Tinghui Zhu, Renze Lou, Yuandong Tian, Yanghua Xiao, Yu Su
  ICML'24 Spotlight (3.5%) Paper Website Code
• MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
  Xiang Yue*, Yuansheng Ni*, Kai Zhang*, Tianyu Zheng*, Ruoqi Liu, Ge Zhang, Samuel Stevens, Dongfu Jiang, Weiming Ren, Yuxuan Sun, Cong Wei, Botao Yu, Ruibin Yuan, Renliang Sun, Ming Yin, Boyuan Zheng, Zhenzhu Yang, Yibo Liu, Wenhao Huang, Huan Sun, Yu Su, Wenhu Chen
  CVPR'24 Best Paper Finalist (0.2%) Paper Website Code Data