Publications

The full publication list can be found on my Google Scholar.

Year 2025

• The Hitchhiker’s Guide to Autonomous Research: A Survey of Scientific Agents.
  Xinming Wang, Jian Xu, Aslan H Feng, Yi Chen, Haiyang Guo, Fei Zhu, Yuanqi Shao, Minsi Ren, Hongzhu Yi, Sheng Lian, Hongming Yang, Tailin Wu, Han Hu, Shiming Xiang, Xu-Yao Zhang, Cheng-Lin Liu.
  Preprint.

• MR-ALIGN: Meta-Reasoning Informed Factuality Alignment for Large Reasoning Models.
  Xinming Wang, Jian Xu, Bin Yu, Sheng Lian, Hongzhu Yi, yi chen, Yingjian Zhu, Boran Wang, Hong-Ming Yang, Han Hu, Xu-Yao Zhang, Cheng-Lin Liu.
  Under Review.

• TrajSelector: Harnessing Latent Representations for Efficient and Effective Best-of-N in Large Reasoning Model.
  Bin Yu, Xinming Wang, Shijie Lian, Haotian Li, Changti Wu, Ruina Hu, Bailing Wang, Yuliang Wei, Kai Chen.
  Under Review.

• Policy Optimization with Experience Replay: Guiding Reasoning Models to Complete the Reasoning Path.
  Hongzhu Yi, Xinming Wang, Zhenghao Zhang, Tianyu Zong, Tao Yu, Jiahuan Chen, Yuanxiang Wang, Zhepeng Wang, Jun Xie, Tiankun Yang, Jungang Xu.
  Under Review.

• Efficient LLM Pruning with Entropy-Aware Token Selection.
  Hongzhu Yi, Xinming Wang, Jun Xie, Zhepeng Wang, Feng Chen, Yuanxiang Wang, Zhenghao Zhang, Tianyu Zong, Tao Yu, Yujia Yang, Zhenyu Guan, Jiahuan Chen, Tiankun Yang, Kaixin Xu, Aslan Huo Feng, Jungang Xu.
  Under Review.

Year 2024

• Spatial memory-augmented visual navigation based on hierarchical deep reinforcement learning in unknown environments.
  Sheng Jin, Xinming Wang, Qinghao Meng.
  Knowledge-Based Systems 2024.