About me
I am currently a Ph.D. student in computer science from ZJNU, Zhejiang, China. I received my BS degree in computer science and technology from ZJNU, in 2023.
My research interests are mainly in Machine Learning on Graphs and Hypergraphs, including out-of-distribution (OOD) detection, and OOD generalization.
NEWS (2025-2026 / Third grade)
[2026.04] 📰 Li, Q.; Cai, T.; Zhao, R.; Li, X.; Li, M., CEGNN: Cross-Environment Consistent Graph Neural Networks for Robust OOD Generalization, is accepted by FLINS-ISKE 2026.
[2026.01] 👣 Attended the AAAI-26 conference in EXPO, Singapore, and gave a poster presentation at the main venue.
[2025.12] 🚩 Congratulations to Tingyi Cai on being selected for the Doctoral Student Program of the Young S&T Talents Cultivation Project, CAST.
[2025.11] 📰 T. Cai, Y. Jiang, M. Li, C. Huang, Y. Fang, C. Gao, Z. Zheng. HyperGOOD: Towards Out-of-Distribution Detection in Hypergraphs is accepted by AAAI 2026 (CCF-A / CAAI-A).
[2025.10] 😃 Honored as an ‘Outstanding Graduate Student Vanguard’.
[2025.10] 👣 In the autumn semester of 2025, I delivered a party lecture titled “Responsibilities and Commitments of Young Party Members in the Era of Artificial Intelligence” at the Party School (Jinhua Campus).
Reviewer
《NeurIPS》
《IEEE Transactions on Systems, Man and Cybernetics: Systems》
《Neural Network》
《Applied Soft Computing Journal》
《Frontiers in Artificial Intelligence》
《Frontiers in Robotics and AI, section Robot Learning and Evolution》
2024-2025 / Second grade
[2025.05] 📰 T. Cai, Y. Jiang, M. Li, L. Bai, C. Huang, Y. Wang. HyperNear: Unnoticeable Node Injection Attacks on Hypergraph Neural Networks is accepted by ICML 2025 (CCF-A / CAAI-A).
[2025.04] 📰 Y. Wang, C. Huang, M. Li, T. Cai, Z. Zheng, X. Huang. All Roads Lead to Rome: Exploring Edge Distribution Shifts for Heterophilic Graph Learning is accepted by IJCAI 2025 (CCF-B / CAAI-A).
[2025.03] ☑️ Awarded ‘2025 Planted Talent Program of Zhejiang Province’ (Out-of-Distribution Detection-Driven Knowledge Tracing Optimization with Special Education Application Research, 1/5).
[2025.02] 👣 Attended the AAAI-25 conference in Philadelphia, USA, and gave a poster presentation at the main venue.
[2025.02] 📰 T. Cai, Y. Jiang, Y. Liu, M. Li, C. Huang, S. Pan. Out-of-Distribution Detection on Graphs: A Survey, the first survey of graph OOD detection (GOOD detection).
[2024.12] 📰 T. Cai, Y. Jiang, M. Li, C. Huang, Y. Wang, Q. Huang. ML-GOOD: Towards Multi-Label Graph Out-Of-Distribution Detection is accepted by AAAI 2025 (CCF-A / CAAI-A).
[2024.12] ☑️ Completed the final report for the 18th College Research Project, titled “Research on Out-of-Distribution Detection Algorithms for Multi-Label Graph Structured Data”, 1/2.
[2024.11] 😃 Honored as the ‘Top Ten Academic Exemplars’ of CST.
[2024.11] 😃 Honored as an ‘Outstanding Graduate Student’.
[2024.11] 😃 Awarded the ‘First Price Academic Scholarship’.
[2024.11] 👣 Attended the 12th Graduate Representative Congress of ZJNU as a representative of the graduate students from CST.
[2024.11] 🏅 Won the 5th prize in badminton competition.
[2024.09] 😃 Recognized as an ‘Outstanding Communist Party Member’.
2023-2024 / First grade
July 2024 ☑️ Awarded ‘2024 Planted Talent Program of Zhejiang Province’ (An Accurate Learning Prediction System for Focusing on Unbalanced Data in Online Learning, 2/5).
July 2024 🏅 The dormitory where I reside was awarded the title of ‘Most Beautiful Dormitory’.
May 2024 😃 Recognized as an ‘Outstanding League Cadre’.
November 2023 🏅 Won the 2th prize in badminton competition.
November 2023 👣 Presented an Oral report at the 7th Asian Conference on Artificial Intelligence Technology, held in Quzhou.
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