Yunwen Lei

Publications

  1. 2021
  2. Published

    Stability and generalization of stochastic gradient methods for minimax problems

    Yunwen Lei, , & , 18 Jul 2021, Proceedings of ICML 2021. Meila, M. & Zhang, T. (eds.). JMLR , p. 6175-6186 12 p. (Proceedings of Machine Learning Research; vol. 139).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  3. Published

    Fine-grained generalization analysis of vector-valued learning

    Yunwen Lei & , 18 May 2021, AAAI'21 Proceedings of the Thirty-fifth AAAI Conference on Artificial Intelligence. AAAI Press, p. 10338-10346 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 35, no. 12).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  4. Published

    Norm-based generalisation bounds for deep multi-class convolutional neural networks

    Yunwen Lei & , 18 May 2021, AAAI'21 Proceedings of the Thirty-fifth AAAI Conference on Artificial Intelligence. AAAI Press, p. 8279-8287 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 35, no. 9).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  5. Published

    Stability and differential privacy of stochastic gradient descent for pairwise learning with non-smooth loss

    Yunwen Lei, & , 15 Apr 2021, Proceedings of The 24th International Conference on Artificial Intelligence and Statistics. Banerjee, A. & Fukumizu, K. (eds.). p. 2026-2034 9 p. (Proceedings of Machine Learning Research; vol. 130).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  6. E-pub ahead of print

    Learning rates for stochastic gradient descent with nonconvex objectives

    Yunwen Lei & , 23 Mar 2021, (E-pub ahead of print) In: IEEE Transactions on Pattern Analysis and Machine Intelligence .

    Research output: Contribution to journalArticlepeer-review

  7. Published

    Stochastic proximal AUC maximization

    Yunwen Lei & , 28 Feb 2021, In: Journal of Machine Learning Research. 22, 45 p., 61.

    Research output: Contribution to journalArticlepeer-review

  8. Published

    Generalization performance of multi-pass stochastic gradient descent with convex loss functions

    Yunwen Lei, & , 31 Jan 2021, In: Journal of Machine Learning Research. 22, 25.

    Research output: Contribution to journalArticlepeer-review

  9. Published

    Sharper generalization bounds for learning with gradient-dominated objective functions

    Yunwen Lei & , 16 Jan 2021, International Conference on Learning Representations: ICLR 2021. OpenReview.net, p. 1-23 23 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  10. 2020
  11. Published

    Sharper Generalization Bounds for Pairwise Learning

    Yunwen Lei, & , 6 Dec 2020, Advances in Neural Information Processing Systems.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  12. Published

    Stochastic Gradient Descent for Nonconvex Learning without Bounded Gradient Assumptions

    Yunwen Lei, , & , 1 Oct 2020, In: IEEE Transactions on Neural Networks and Learning Systems. p. 4394-4400 7 p.

    Research output: Contribution to journalArticlepeer-review

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