publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2025

  1. preprint
    RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?
    Haotian Xu, Xing Wu, Weinong Wang, Zhongzhi Li, Da Zheng, Boyuan Chen, Yi Hu, Shijia Kang, Jiaming Ji, Yingying Zhang, Zhijiang Guo, Yaodong Yang, Muhan Zhang, and Debing Zhang
    2025
    Paper Code
  2. NIPS2025
    Beyond Single-Task: Robust Multi-Task Length Generalization for LLMs
    Yi Hu, Shijia Kang, Haotong Yang, Haotian Xu, and Muhan Zhang
    2025
    Paper
  3. NIPS2025
    PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models
    Shi Qiu, Shaoyang Guo, Zhuo-Yang Song, Yunbo Sun, Zeyu Cai, Jiashen Wei, Tianyu Luo, Yixuan Yin, Haoxu Zhang, Yi Hu, Chenyang Wang, Chencheng Tang, Haoling Chang, Qi Liu, Ziheng Zhou, Tianyu Zhang, Jingtian Zhang, Zhangyi Liu, Minghao Li, Yuku Zhang, Boxuan Jing, Xianqi Yin, Yutong Ren, Zizhuo Fu, Weike Wang, Xudong Tian, Anqi Lv, Laifu Man, Jianxiang Li, Feiyu Tao, Qihua Sun, Zhou Liang, Yushu Mu, Zhongxuan Li, Jing-Jun Zhang, Shutao Zhang, Xiaotian Li, Xingqi Xia, Jiawei Lin, Zheyu Shen, Jiahang Chen, Qiuhao Xiong, Binran Wang, Fengyuan Wang, Ziyang Ni, Bohan Zhang, Fan Cui, Changkun Shao, Qing-Hong Cao, Ming-xing Luo, Muhan Zhang, and Hua Xing Zhu
    2025
    Paper
  4. NIPS25 MI Workshop
    What Affects the Effective Depth of Large Language Models?
    Yi Hu, Cai Zhou, and Muhan Zhang
    2025
    Paper
  5. preprint
    Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner
    Cai Zhou, Chenxiao Yang, Yi Hu, Chenyu Wang, Chubin Zhang, Muhan Zhang, Lester Mackey, Tommi Jaakkola, Stephen Bates, and Dinghuai Zhang
    arXiv preprint arXiv:2510.03206, 2025
    Paper

2024

  1. ICML2024
    Case-Based or Rule-Based: How Do Transformers Do the Math?
    Yi Hu, Xiaojuan Tang, Haotong Yang, and Muhan Zhang
    2024
    Paper Code Poster
  2. ICLR2025
    Number Cookbook: Number Understanding of Language Models and How to Improve It
    Haotong Yang, Yi Hu, Shijia Kang, Zhouchen Lin, and Muhan Zhang
    2024
    Paper Code

2023

  1. preprint
    Code Prompting: a Neural Symbolic Method for Complex Reasoning in Large Language Models
    Yi Hu, Haotong Yang, Zhouchen Lin, and Muhan Zhang
    2023
    Paper