(* denotes equal contribution)

Preprint

• Video-Thinker: Sparking “Thinking with Videos” via Reinforcement Learning
  Shijian Wang*, Jiarui Jin*, Xingjian Wang, Linxin Song, Runhao Fu, Hecheng Wang, Zongyuan Ge, Yuan Lu, Xuelian Cheng
  
• MuSEAgent: A Multimodal Reasoning Agent with Stateful Experiences
  Shijian Wang*, Jiarui Jin*, Runhao Fu, Zexuan Yan, Xingjian Wang, Mengkang Hu, Eric Wang, Xiaoxi Li, Kangning Zhang, Li Yao, Wenxiang Jiao, Xuelian Cheng, Yuan Lu, Zongyuan Ge
  
• Decoding Prokaryotic Whole Genomes with a Product-Contextualized Large Language Model
  Shiwen Ni, Shuaimin Li, Shijian Wang, Xinping Bi, Yitai Li, Chengguang Gan, Jiarui Jin, Yuan Lu, Ahmadreza Argha, Hamid Alinejad-Rokny, Tong Si, Min Yang, Teng Wang
  Submitted to Nature Methods
• Tool-Genesis: A Task-Driven Tool Creation Benchmark for Self-Evolving Language Agent
  Bowei Xia, Mengkang Hu, Shijian Wang, Jiarui Jin, Wenxiang Jiao, Yuan Lu, Kexin Li, Ping Luo
  Submitted to ICML 2026
• OmniGAIA: Towards Native Omni-Modal AI Agents
  Xiaoxi Li, Wenxiang Jiao, Jiarui Jin, Shijian Wang, Guanting Dong, Jiajie Jin, Hao Wang, Yinuo Wang, Ji-Rong Wen, Yuan Lu, Zhicheng Dou
  Submitted to ICML 2026
• GlyphBanana: Advancing Precise Text Rendering Through Agentic Workflows
  Zexuan Yan, Jiarui Jin, Yue Ma, Shijian Wang, Jiahui Hu, Wenxiang Jiao, Yuan Lu, Linfeng Zhang
  Submitted to ECCV 2026
• Agent2World: Learning to Generate Symbolic World Models via Adaptive Multi-Agent Feedback
  Mengkang Hu, Bowei Xia, Yuran Wu, Ailing Yu, Yude Zou, Qiguang Chen, Shijian Wang, Jiarui Jin, Kexin Li, Wenxiang Jiao, Yuan Lu, Ping Luo
  Submitted to ICML 2026
• ClawMark: A Living-World Benchmark for Multi-Turn, Multi-Day, Multimodal Coworker Agents
  Fanqing Meng, Lingxiao Du, Zijian Wu, Guanzheng Chen, Xiangyan Liu, Jiaqi Liao, Chonghe Jiang, Zhenglin Wan, Jiawei Gu, Pengfei Zhou, Rui Huang, Ziqi Zhao, Shengyuan Ding, Ailing Yu, Bo Peng, Bowei Xia, Hao Sun, Haotian Liang, Ji Xie, Jiajun Chen, Jiajun Song, Liu Yang, Ming Xu, Qionglin Qiu, Runhao Fu, Shengfang Zhai, Shijian Wang, Tengfei Ma, Tianyi Wu, Weiyang Jin, Yan Wang, Yang Dai, Yao Lai, Youwei Shu, Yue Liu, Yunzhuo Hao, Yuwei Niu, Jinkai Huang, Jiayuan Zhuo, Zhennan Shen, Linyu Wu, Cihang Xie, Yuyin Zhou, Jiaheng Zhang, Zeyu Zheng, Mengkang Hu, Michael Qizhe Shieh
  

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2026

• Synthetic Curriculum Reinforces Compositional Text-to-Image Generation
  Shijian Wang*, Runhao Fu*, Siyi Zhao, Qingqin Zhan, Xingjian Wang, Jiarui Jin, Yuan Lu, Hanqian Wu, Cunjian Chen
  CVPR 2026
• CoTJudger: A Graph-Driven Framework for Automatic Evaluation of Chain-of-Thought Efficiency and Redundancy in LRMs
  Siyi Li, Jiajun Shi, Shiwen Ni, Ge Zhang, Shuaimin Li, Shijian Wang, Zhoufutu Wen, Yizhi Li, Hamid Alinejad-Rokny, Jiaheng Liu, Min Yang, Wenhao Huang
  ACL 2026 (findings)
• Optimal Transport for Reward Modeling from Noisy Feedback
  Eric Wang, Licheng Pan, Haocheng Yang, Yunsheng Lu, Yongqi Tong, Yinuo Wang, Shijian Wang, Zhixuan Chu, Lei Shen, Haoxuan Li, Yuan Lu
  ICML 2026
• MMM: Multilingual mutual reinforcement effect mix datasets & test with open-domain information extraction large language models
  Chengguang Gan, Sunbowen Lee, Qingyu Yin, Xinyang He, Hanjun Wei, Yunhao Liang, Younghun Lim, Shijian Wang, Hexiang Huang, Qinghao Zhang, Shiwen Ni, Tatsunori Mori
  ACL 2026 (findings)

2025

• Investigating the Scaling Effect of Instruction Templates for Training Multimodal Language Model
  Shijian Wang*, Linxin Song*, Jieyu Zhang, Ryotaro Shimizu, Jiarui Jin, Ao Luo, Yuan Lu, Li Yao, Cunjian Chen, Julian McAuley, Hanqian Wu
  DATA-FM@ICLR 2025
• Attributed Synthetic Data Generation for Zero-shot Domain-specific Image Classification
  Shijian Wang, Linxin Song, Ryotaro Shimizu, Masayuki Goto, Hanqian Wu
  ICME 2025 | Oral Presentation [top 15%]
• Adaptive In-conversation Team Building for Language Model Agents
  Linxin Song*, Jiale Liu*, Jieyu Zhang, Shaokun Zhang, Ao Luo, Shijian Wang, Qingyun Wu, Chi Wang
  AIA@COLM 2025