杨 骁 文 Xiao-Wen Yang Ph.D. student, LAMDA Group School of Artificial Intelligence Nanjing University, Nanjing, China Supervisor: Professor Yu-Feng Li (李宇峰) Email: yangxw@lamda.nju.edu.cn

About Me

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 got my B.Sc. degree in Department of Computer Science and Technology in June 2023 from Nanjing 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 Artificial General Intelligence (AGI). Currently I am focusing on the subfields:

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

• Reasoning in LLMs: improving the logical and mathematical reasoning ability of large language models

Publication

(* denotes the co-first authors)

Conference Papers

• Safe Abductive Learning in the Presence of Inaccurate Rules.
  Xiao-Wen Yang, Jie-Jing Shao, Wei-Wei Tu, Yu-Feng Li, Wang-Zhou Dai, Zhi-Hua Zhou.
  The 38th AAAI Conference on Artificial Intelligence (AAAI 2024).

• LOG: Active Model Adaptation for Label-Efficient OOD Generalization.
  Jie-Jing Shao, Lan-Zhe Guo, Xiao-Wen Yang, Yu-Feng Li.
  The 36th Conference on Neural Information Processing Systems (NeurIPS 2022).

Journal Papers

• Open-Set Learning under Covariate Shift.
  Jie-Jing Shao*, Xiao-Wen Yang*, Lan-Zhe Guo.
  Machine Learning. (ML'22)

Other Papers

• Investigating the Limitation of CLIP Models: The Worst-Performing Categories.
  Jie-Jing Shao*, Jiang-Xin Shi*, Xiao-Wen Yang*, Lan-Zhe Guo, Yu-Feng Li.
  Preprint

• Lightweight Retrieval Tuning for Black-Box Language Models.
  Xiao-Wen Yang, Hong-Jie You, Peng-Xiao Song, Hao-Ran Hao, Jie-Jing Shao, Yu-Feng Li.
  NeurIPS'23 ENSLP Workshop.

Software

LawGPT: A Large Language Model in the Legal Domain. [GitHub]

Academic Service

• Reviewer for Conferences: NeurIPS2023, AAAI2024, ICLR2024

Teaching Assistant

• Introduction to Artificial Intelligence. (With Assistant Professor Lan-Zhe Guo; Autumn, 2023)

Correspondence

• Email:
  yangxw@lamda.nju.edu.cn