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  • 2022

    Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness Constraint

    Liu, H., Chen, M., Er, S., Liao, W., Zhang, T. & Zhao, T., 17 Jul 2022, Proceedings of 39th International Conference on Machine Learning (ICML’22). Chaudhuri, K., Jegelka, S., Song, L., Szepesvari, C., Niu, G. & Sabato, S. (eds.). ML Research Press, p. 13669-13703 35 p. (Proceedings of Machine Learning Research; vol. 162).

    Research output: Chapter in book/report/conference proceedingConference proceedingpeer-review

    Open Access
    3 Citations (Scopus)
  • 2021

    Besov function approximation and binary classification on low-dimensional manifolds using convolutional residual networks

    Liu, H., Chen, M., Zhao, T. & Liao, W., 18 Jul 2021, Proceedings of the 38th International Conference on Machine Learning (ICML 2021). Meila, M. & Zhang, T. (eds.). ML Research Press, p. 6770-6780 11 p. (Proceedings of Machine Learning Research; vol. 139).

    Research output: Chapter in book/report/conference proceedingConference proceedingpeer-review

    Open Access
    12 Citations (Scopus)
  • Fast Algorithms for Surface Reconstruction from Point Cloud

    He, Y., Huska, M., Kang, S. H. & Liu, H., 26 Sept 2021, Mathematical Methods in Image Processing and Inverse Problems: IPIP 2018, Beijing, China, April 21–24. Tai, X-C., Wei, S. & Liu, H. (eds.). 1st ed. Springer Singapore, p. 61-80 20 p. (Springer Proceedings in Mathematics and Statistics; vol. 360)(IPIP: International Workshop On Image Processing and Inverse Problems).

    Research output: Chapter in book/report/conference proceedingConference proceedingpeer-review

    1 Citation (Scopus)
  • 2019

    Robotic Tracking Control with Kernel Trick-based Reinforcement Learning

    Hu, Y., Wang, W., Liu, H. & Liu, L., Nov 2019, 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2019 - Proceedings. IEEE, p. 997-1002 6 p. (IEEE International Conference on Intelligent Robots and Systems).

    Research output: Chapter in book/report/conference proceedingConference proceedingpeer-review

    1 Citation (Scopus)