Yu-Xuan Huang @ LAMDA, NJU-AI
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
Awards & Honors
Correspondence
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Email:
huangyx@lamda.nju.edu.cn
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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.