Jiale Liu

Student at Xidian University

github

About Me

I am currently an undergraduate student studying Computer Science at Xidian University.

I am honored to work closely with Xiaobo Xia as a remote intern in Sydney AI Center, where we explored data-efficient machine learning topics including dataset selection and dataset condensation. I am fortunate to collaborate with professor Qinyun Wu on AutoML and LLMs.

Education

  • Xidian University, Sept 2020 - Now

    School of Computer Science and Technology. Rank: Top 1%; GPA: 3.9/4.0

Publication

Moderate Coreset: A Universal Method of Data Selection for Real-world Data-efficient Deep Learning

Xiaobo Xia, Jiale Liu, Jun Yu, Xu Shen, Bo Han, Tongliang Liu

International Conference on Learning Representations (ICLR), 2023.

We introduced a novel method for coreset selection in order to generalize different tasks without any task-specific prior knowledge or fine-tuning.

[PDF]

Awards & Honors

  • Chinese National Scholarship, Ministry of Education of P.R. China
  • Huawei Scholarship, Huawei Technologies Co., Ltd
  • First Prize Scholarship, Xidian University
  • First Prize, China Undergraduate Mathematical Contest in Modeling (CUMCM)
  • Finalist Winner (First prize), International Mathematical Contest in Modeling (MCM/ICM)
  • First Prize in Jiangsu Province, Chinese Physics Olympiad (Rank 66)

Service

Reviewer: ACML 2023