黄 宇 轩 Yu-Xuan Huang Ph.D. student, LAMDA Group School of Artificial Intelligence Nanjing University, Nanjing, China Supervisor: Professor Yuan Jiang and Prof. Zhi-Hua Zhou Email: huangyx@lamda.nju.edu.cn

About Me

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

I got my B.Sc. degree in Department of Computer Science and Technology in June 2019 from Tongji University. In the same year, I was admitted to pursue for a Ph.D. degree in Nanjing University without entrance examination.

Research Interests

My research interests include Machine Learning and Data Mining. Currently I am focusing on the subfields:

• Neural Symbolic Learning: integrating the power of machine learning and logical reasoning

Publication

• Yu-Xuan Huang, Zequn Sun, Guangyao Li, Xiaobin Tian, Wang-Zhou Dai, Wei Hu, Yuan Jiang, Zhi-Hua Zhou. Enabling Abductive Learning to Exploit Knowledge Graph. In: Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI'23), Macao, China, 2023.
• Yu-Xuan Huang, Wang-Zhou Dai, Yuan Jiang, Zhi-Hua Zhou. Enabling Knowledge Refinement upon New Concepts in Abductive Learning. In: Proceedings of the 37th AAAI Conference on Artificial Intelligence (AAAI'23), Washington, DC, 2023 (Oral). [paper]
• Zhi-Hua Zhou and Yu-Xuan Huang. Abductive Learning. In P. Hitzler and M. K. Sarker eds., Neuro-Symbolic Artificial Intelligence: The State of the Art, IOP Press, Amsterdam, 2022, p.353-379. [paper]
• Yu-Xuan Huang, Wang-Zhou Dai, Le-Wen Cai, Stephen Muggleton, Yuan Jiang. Fast Abductive Learning by Similarity-based Consistency Optimization. In: Advances in Neural Information Processing Systems 34 (NeurIPS'21), online, 2021, pp.26574-26584. [paper]
• Jiachen Wang, Dazhen Deng, Xiao Xie, Xinhuan Shu, Yu-Xuan Huang, Le-Wen Cai, Hui Zhang, Min-Ling Zhang, Zhi-Hua Zhou and Yingcai Wu. Tac-Valuer: Knowledge-based Stroke Evaluation in Table Tennies. In: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'21), online, 2021, pp.3688-3696. [paper]
• Le-Wen Cai, Wang-Zhou Dai, Yu-Xuan Huang, Yu-Feng Li, Stephen Muggleton, Yuan Jiang. Abductive Learning with Ground Knowledge Base. In: Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI’21), online, 2021, pp.1815-1821. [paper]
• Yu-Xuan Huang, Wang-Zhou Dai, Jian Yang, Le-Wen Cai, Shaofen Cheng, Ruizhang Huang, Yu-Feng Li, Zhi-Hua Zhou. Semi-Supervised Abductive Learning and Its Application to Theft Judicial Sentencing. In: Proceedings of the 20th International Conference on Data Mining (ICDM'20), online, 2020, pp.1070-1075. [paper]

Academic Service

• Reviewer for Conferences: IJCAI2021, PAKDD2022, IJCAI2022, ICML2023, IJCAI2023

Teaching Assistant

• Introduction to Machine Learning. (With Prof. Zhi-Hua Zhou; Spring, 2021)
• LAMDA Machine Learning Summer Seminar. (For New Students in LAMDA, Summer, 2020)
• Knowledge Representation and Processing. (With Assoc. Prof. Yizheng Zhao; Spring, 2020)

Awards & Honors

• Outstanding Graduate of Shanghai, Shanghai, 2019

• National Undergraduate Scholarship, MOE of PRC, 2018, 2017, 2016

Correspondence

• Email:
  huangyx@lamda.nju.edu.cn

• Office:
  Room 912, Computer Science Building, Xianlin Campus of Nanjing University, Nanjing, China

Currently I am in charge of LAMDA-1 public library. If you are in LAMDA-1 and want to borrow/recommend books, please refer to this page.