Jiaye Teng

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Jiaye Teng
Email: tjy20 [at] mails [dot] tsinghua [dot] edu [dot] cn
Research interests: generalization theory, machine learning and statistics

About Me

I am now a Ph.D student at Institute for Interdisciplinary Information Sciences (IIIS), Tsinghua University. I am very fortunate to have Professor Yang Yuan as my advisor. Previously, I did my undergraduate at Shanghai University of Finance and Economics, advised by Professor Yang Bai.

Research Interests

My research interests lie in the machine learning theory, especially in the generalization of neural networks. I am also interested in statistical learning theory, including conformal inference and causal inference.
If you want to have a chat, always feel free to contact me through Email!

Publications

  • Towards Understanding Generalization via Decomposing Excess Risk Dynamics [arxiv] [paper]
    Jiaye Teng* , Jianhao Ma* , Yang Yuan
    International Conference on Learning Representations (ICLR) 2022

  • Can Pretext-Based Self-Supervised Learning Be Boosted by Downstream Data? A Theoretical Analysis [arxiv]
    Jiaye Teng* , Weiran Huang* , Haowei He*
    International Conference on Artificial Intelligence and Statistics (AISTATS) 2022

  • T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP [arxiv] [paper]
    Jiaye Teng* , Zeren Tan* , Yang Yuan
    International Conference on Machine Learning (ICML) 2021

Preprints

  • Relaxing the Feature Covariance Assumption: Time-Variant Bounds for Benign Overfitting in Linear Regression [arxiv]
    Jing Xu* , Jiaye Teng* , Andrew Chi-Chih Yao

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