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  • 学习曲线何时遵循幂律?
  • When Do Learning Curves Follow Power Laws?
  • portfolio

  • Portfolio item number 1
  • Portfolio item number 2
  • publications

  • Enhancing Exploratory Capability in Visual Navigation using Uncertainty of Implicit Scene Representations [arXiv] [code]
    Yichen Wang, Qiming Liu, Zhe Liu, Hesheng Wang
    37th IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2024 (Oral)
  • The φ Curve: The Shape of Generalization through the Lens of Norm-based Capacity Control [arXiv] [code]
    Yichen Wang, Yudong Chen, Lorenzo Rosasco, Fanghui Liu
    [TLDR: We precisely characterize how the generalization learning curve behaves under a suitable model capacity and rigorously prove (Fig. 8.12, CS229 Lecture Notes).]
    39th Conference on Neural Information Processing Systems (NeurIPS), 2025
  • From Spectra to Joint Schedules in LLM Pre-training: 3+3(+2) Scaling-Law Regimes [arXiv] [code]
    Yichen Wang, Fanghui Liu, Yudong Chen
    [TLDR: We characterize when spectral structure produces power-law learning curves and how learning-rate and batch-size schedules change them, with empirical validation in LLM pre-training.]
    arXiv preprint, 2026
  • talks

  • Talk 1 on Relevant Topic in Your Field
    UC San Francisco, Department of Testing
  • Tutorial 1 on Relevant Topic in Your Field
    UC-Berkeley Institute for Testing Science
  • Talk 2 on Relevant Topic in Your Field
    London School of Testing
  • Conference Proceeding talk 3 on Relevant Topic in Your Field
    Testing Institute of America 2014 Annual Conference
  • teaching

  • Teaching experience 1
    University 1, Department
  • Teaching experience 2
    University 1, Department