I am a third-year Ph.D. student in Computer Science at Zhejiang University’s DCD Lab, jointly advised by Prof. Yang Yang and Prof. Jiarong Xu.
Additionally, I also collaborate with Prof. Carl Yang. Before that, I obtained my Bachelor’s degree in Computer Science from Zhejiang University. Besides, I also have been the visiting student to Fudan University and National University of Singapore.
My research primarily focuses on graph machine learning (specifically graph transfer learning and graph adversarial learning) and large language models (LLMs). My current work explores two key directions: (1) developing multi-agent systems for social simulation, and (2) designing efficient preference-based alignment methods for LLMs.
🔥 News
- 2025.11: 🎉 One papers is accepted by AAAI 2026.
- 2025.09: 🎉 One papers is accepted by NeurIPS 2025.
- 2024.09: 🎉 Two papers are accepted by NeurIPS 2024.
- 2024.05: 🎉 One paper is accepted by KDD 2024.
- 2023.12: 🎉 One paper is accepted by AAAI 2024.
- 2023.05: 🎉 One paper is accepted by NeurIPS 2023.
🍉 Publications
🎙 Graph Transfer Learning
Graph Domain Adaptation from Data-centric Perspective
Can Modifying Data Address Graph Domain Adaptation?
Renhong Huang, Jiarong Xu, Xin Jiang, Ruichuan An, Yang Yang.
In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD’24).
Graph Fine-tuning by Narrowing Task Gap
Measuring Task Similarity and Its Implication in Fine-Tuning Graph Neural Networks
Renhong Huang, Jiarong Xu, Xin Jiang, Chenglu Pan, Zhiming Yang, Chunping Wang, Yang Yang.
In Proceedings of the 36th AAAI Conference on Artificial Intelligence (AAAI’24).
Graph Pre-training from Data-centric Perspective
Better with Less: A Data-Centric Prespective on Pre-Training Graph Neural Networks \
Jiarong Xu, Renhong Huang, Xin Jiang, Yuxuan Cao, Carl Yang, Chunping Wang, Yang Yang.
In Proceedings of the 36th Advances in Neural Information Processing Systems (NeurIPS’23).
⚡️ Graph Adversarial Attack
Graph Extraction Attack
Extracting Training Data from Molecular Pre-trained Models
Renhong Huang, Jiarong Xu, Zhiming Yang, Xiang Si, Xin Jiang, Hanyang Yuan, Chunping Wang, Yang Yang
In Proceedings of the 37th Advances in Neural Information Processing Systems (NeurIPS’24).
Efficient Graph Property Inference Attack
Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach
Hanyang Yuan, Jiarong Xu, Renhong Huang, Mingli Song, Chunping Wang, Yang Yang
In Proceedings of the 37th Advances in Neural Information Processing Systems (NeurIPS’24).
🎈 Graph Homophily
Break the limitation of GNNs on graph data homophily
Beyond Homophily: Structure-aware Path Aggregation Graph Neural Network
Yifei Sun, Haoran Deng, Yang Yang, Chunping Wang, Jiarong Xu, Renhong Huang, Linfeng Cao, Yang Wang, and Lei Chen.
In Proceedings of the 31st International Joint Conference on Artificial Intelligence (IJCAI’22).
🎖 Honors and Awards
- 2024.10 National Scholarship (Top 1%)
- 2021.08 Meritorious Winner for American Mathematical Competition (Top 7%)
📖 Educations
- 2022.09 - 2025.03, M.Phil student, Zhejiang University, Hangzhou.
- 2018.09 - 2022.06, Undergraduate, Chu Kochen Honors College, Zhejiang University, Hangzhou.
🗞️ Academic Services
- Conference Reviewer: WWW’22/23, IJCAI’23, AAAI’23/25/26, WSDM’23, SMP’23, ICLR’23, ICML’24/26, KDD’23/24/25/26, NeurIPS’24/25.
- Teaching Assistant: Artificial Intelligence Algorithms and Systems, Zhejiang University, Fall 2023/Fall 2024.
💻 Research Topics
- Graph Transfer Learning
- Graph Adversarial Attack
- LLM Agent
- LLM Reasoning