Jiaye Teng 滕佳烨

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滕佳烨
Email: tjy20 [at] mails.tsinghua.edu.cn

关于我

我叫滕佳烨,现在是清华大学交叉信息研究院的一名博士生,师从袁洋教授。 今年九月我将以助理教授身份加入上海财经大学统计与管理学院。 之前,我曾前往普林斯顿大学访问,师从Sanjeev Arora。 我的本科就读于上海财经大学统计与管理学院统计学方向,本科导师是柏杨教授 。 我的主要研究方向是神经网络泛化理论。此外,我还关注统计理论与机器学习的结合,包括因果推断、共形预测等。

招生启事

实验室长期招募合作学生,并有一个博士生招生名额。如果您有兴趣,请先阅读实验室规范判断实验室是否适合你。

最近动态

  • 2024/03: 即将以助理教授身份加入上海财经大学统计与管理学院。
  • 2023/09: 将在ICLR 2024举办一场workshop,欢迎投稿! BGPT
  • 2023/09: One paper accepted in NeurIPS 2023!
  • 2023/05: Two papers accepted in ICML 2023!
  • 2023/01: 我们办了个贼酷的seminar!欢迎参加! International Seminar on Foundational Artificial Intelligence (FAI-Seminar)
  • 2023/01: Two papers accepted in ICLR 2023!
  • 学习资料

    高维概率简介

    生存分析简介

    神经网络泛化理论

    发表论文

    • When do Models Generalize? A Perspective from Data-Algorithm Compatibility [arxiv]
      Jing Xu* (许靖), Jiaye Teng* , Yang Yuan (袁洋), Andrew Chi-Chih Yao (姚期智)
      Conference on Neural Information Processing Systems (NeurIPS) 2023

    • Finding Generalization Measures by Contrasting Signal and Noise [paper]
      Jiaye Teng*, Bohang Zhang*(张博航), Ruichen Li*(李瑞晨), Haowei He*(何昊伟), Yequan Wang(王业全), Yan Tian(田燕), Yang Yuan(袁洋)
      International Conference on Machine Learning (ICML) 2023

    • On Uni-Modal Feature Learning in Supervised Multi-Modal Learning [arxiv]
      Chenzhuang Du*(杜晨壮), Jiaye Teng*, Tingle Li, Yichen Liu, Tianyuan Yuan, Yue Wang, Yang Yuan(袁洋), Hang Zhao(赵行)
      International Conference on Machine Learning (ICML) 2023

    • Predictive Inference with Feature Conformal Prediction [arxiv]
      Jiaye Teng*, Chuan Wen* (汶川), Dinghuai Zhang* (张鼎怀), Yoshua Bengio, Yang Gao (高阳), Yang Yuan (袁洋)
      International Conference on Learning Representations (ICLR) 2023

    • Benign Overfitting in Classification: Provably Counter Label Noise with Larger Models [arxiv] Kaiyue Wen* (温凯越), Jiaye Teng*, Jingzhao Zhang (张景昭)
      International Conference on Learning Representations (ICLR) 2023

    • Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming [arxiv] [paper]
      Chuan Wen, Jianing Qian, Jierui Lin, Jiaye Teng, Dinesh Jayaraman, Yang Gao
      International Conference on Machine Learning (ICML) 2022

    • Towards Understanding Generalization via Decomposing Excess Risk Dynamics [arxiv] [paper]
      Jiaye Teng* , Jianhao Ma* (马鉴昊) , Yang Yuan (袁洋)
      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* (黄维然), Haowei He* (何昊伟)
      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* (谭泽人), Yang Yuan (袁洋)
      International Conference on Machine Learning (ICML) 2021

    学术服务

    荣誉奖项

    • 2023 王大中奖学金,清华大学
    • 2022 国家奖学金,清华大学
    • 2022 NeurIPS, Top Reviewer
    • 2020 上海市优秀毕业生
    • 2018 国家奖学金,上海财经大学