Jingcheng (Frank) Niu

@article{makou2026many,
    title={Many Circuits, One Mechanism: Input Variation and Evaluation Granularity in Circuit Discovery},
    author={Alireza Bayat Makou and Jingcheng Niu and Subhabrata Dutta and Iryna Gurevych},
    journal={Transactions on Machine Learning Research},
    issn={2835-8856},
    year={2026},
    url={https://openreview.net/forum?id=Ur42Xx1QPv},
    note={Featured Certification}
}

@inproceedings{chen2026allcircuits,
  title     = {All Circuits Lead to Rome: Rethinking Functional Anisotropy in Circuit and Sheaf Discovery for {LLM}s},
  author    = {Chen, Xi and Jin, Mingyu and Niu, Jingcheng and Yin, Yutong and Zhao, Jinman and Guo, Bangwei and Metaxas, Dimitris N. and Wang, Zhaoran and Yue, Yutao and Penn, Gerald},
  booktitle = {Proceedings of the 43rd International Conference on Machine Learning (ICML)},
  year      = {2026},
}

@misc{niu2025illusionalgorithminvestigatingmemorization,
      title={Illusion or Algorithm? Investigating Memorization, Emergence, and Symbolic Processing in In-Context Learning}, 
      author={Jingcheng Niu and
        Subhabrata Dutta and
        Ahmed Elshabrawy and
        Harish Tayyar Madabushi and
        Iryna Gurevych},
      year={2025},
      eprint={2505.11004},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2505.11004}, 
}

@inproceedings{niu-etal-2025-llama,
    title = "Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in {LLM}s",
    author = "Niu, Jingcheng  and
      Yuan, Xingdi  and
      Wang, Tong  and
      Saghir, Hamidreza  and
      Abdi, Amir H.",
    editor = "Che, Wanxiang  and
      Nabende, Joyce  and
      Shutova, Ekaterina  and
      Pilehvar, Mohammad Taher",
    booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.acl-long.791/",
    pages = "16218--16239",
    ISBN = "979-8-89176-251-0"
}

@inproceedings{niu2024what,
  title={What does the Knowledge Neuron Thesis Have to do with Knowledge?},
  author={Jingcheng Niu and Andrew Liu and Zining Zhu and Gerald Penn},
  booktitle={The Twelfth International Conference on Learning Representations},
  year={2024},
  url={https://openreview.net/forum?id=2HJRwwbV3G}
}