Tingji Huang @ LAMDA

 

黄廷基
Tingji Huang
M.Sc Student, LAMDA Group
School of Artificial Intelligence
National Key Laboratory for Novel Software Technology
Nanjing University, Nanjing 210023, China

Email: huangtj@lamda.nju.edu.cn

Laboratory: Room A304, Shaoyifu Building, Nanjing University Xianlin Campus

Biography

Currently I am a first year graduate student of School of Artificial Intelligence in Nanjing University and a member of LAMDA Group, led by professor Zhi-Hua Zhou.

I received my B.Eng. degree in Automation from School of Management and Engineering, Nanjing University in June 2022. In September 2022, I was admitted to pursue a M.Sc. degree in Nanjing University, under the supervision of Associate Professor Han-jia Ye and Professor De-Chuan Zhan without entrance examination.

Research Interests

My research interest includes Meta Learning and its applications. Recently, I am interested in

Publications - Preprints

WSFG 
  • Yi-Kai Zhang, Ting-Ji Huang, Yao-Xiang Ding, De-Chuan Zhan, Han-Jia Ye. MODEL SPIDER: Learning to Rank Pre-Trained Models Efficiently. arXiv:2306.03900, 2023. [Arxiv]

  • In this paper, we propose Model Spider, which tokenizes both PTMs and tasks by summarizing their characteristics into vectors to enable efficient PTM selection. By leveraging the approximated performance of PTMs on a separate set of training tasks, Model Spider learns to construct tokens and measure the fitness score between a model-task pair via their tokens.

Awards and Honors

Correspondence

Email: huangtj {AT} lamda.nju.edu.cn

Laboratory: Room A304, Shaoyifu Building, Xianlin Campus of Nanjing University

Address: National Key Laboratory for Novel Software Technology, Nanjing University, Xianlin Campus Mailbox 603, 163 Xianlin Avenue, Qixia District, Nanjing 210023, China
(南京市栖霞区仙林大道163号, 南京大学仙林校区603信箱, 软件新技术国家重点实验室, 210023.)