田 时 雨 Shi-Yu Tian Ph.D. student, LAMDA Group School of Artificial Intelligence Nanjing University, Nanjing, China Supervisor: Professor Yu-Feng Li (李宇峰) Email: tiansy@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 College of Computer Science in June 2024 from Chongqing University, where I work closely with Prof. Lei Feng. In the same year, I was admitted to pursue for a Ph.D. degree in Nanjing University without entrance examination.

Research Interest

My long-term goal is to develop robust and trustworthy AI systems. Currently, my research centers on Neuro-Symbolic AI, with a particular focus on enhancing the reasoning capabilities of LLMs through the integration of symbolic tools and knowledge—especially in the area of spatial reasoning. Previously, I worked on learning under limited supervision, including settings with label noise and partial labels.

News

• [2025/06] We have released the dataset PMC of VCSearch.
• [2025/05] We have released TabularGSM, a reasoning-intensive table QA benchmark.
• [2024/12] One paper is accepted by FCS.

Publication

(* denotes the co-first authors)

Conference Papers

• LawGPT: Knowledge-Guided Data Generation and Its Application to Legal LLM [arxiv]
  Zhi Zhou, Kun-Yang Yu, Shi-Yu Tian, Xiao-Wen Yang, Jiang-Xin Shi, Peng-Xiao Song, Yi-Xuan Jin, Lan-Zhe Guo, Yu-Feng Li.
  Proceedings of the 13th International Conference on Learning Representations, Open Science for Foundation Models Workshop
  (ICLR 2025 SCI-FM Workshop)

• CroSel: Cross Selection of Confident Pseudo Labels for Partial-Label Learning [pdf] [code] [poster]
  Shi-Yu Tian, Hong-Xin Wei, Yi-Qun Wang, Lei Feng.
  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024)

Journal Papers

• Rethinking Evaluation for Multi-Label Drug-Drug Interaction Prediction [paper]
  Shi-Yu Tian, Zhi Zhou, Xin Su, Yu-Feng Li.
  Frontiers of Computer Science (FCS)

Preprints

• Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking Insights
  [arxiv] [benchmark] [code]
  Shi-Yu Tian*, Zhi Zhou*, Wei Dong, Ming Yang, Kun-Yang Yu, Zi-Jian Cheng, Lan-Zhe Guo, Yu-Feng Li.
  Preprint, 2025.

• VC Search: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning
  [arxiv] [dataset]
  Shi-Yu Tian*, Zhi Zhou*, Kun-Yang Yu, Ming Yang, Lin-Han Jia, Lan-Zhe Guo, Yu-Feng Li.
  Preprint, 2025.

Academic Service

• Reviewer for Journal: Neural Networks
• Reviewer for Conference: IJCAI 2025

Awards & Honors

• 2024.11 NJU-President schlarship, Nanjing University
• 2021.11 National Scholarship, Chongqing University

Correspondence

• Email:
  tiansy@lamda.nju.edu.cn