My name is Guancheng Wan (万冠呈), I’m currently a 3rd-year undergraduate student at the School of Computer Science, Wuhan University (WHU), supervised by Mang Ye. I also worked with Nitesh V Chawla, B. Aditya Prakash, Wei Jin and Qiang Yang. My research interest lies in graph mining, where I made efforts to build an efficient, scalable, trustworthy, and robust system for learning graph-structured data.
🌟 I’m actively applying for a Ph.D. position in 2025 Fall!
🔎 Research
I am enthusiastic about immersing myself in the field of artificial intelligence, particularly focusing on graph data. Currently, my research interests revolve around three primary areas:
a) Graph Learning for X (Scientific Discovery and Public Health)
b) TrustWorthy Graph Learning
c) Self-supervised Graph Learning
🔥 News
- 2024.05: I serve as a reviewer for NeurIPS 2024.
- 2024.05: ✨✨✨ Our survey about Graph Neural Networks in Epidemic Modeling is accepted by KDD 2024. See you in Barcelona!
- 2024.05: ✨✨✨ Happy that our paper about self-supervised graph learning was accepted by ICML 2024. See you in Austria!
- 2024.04: 🚀🚀🚀 Explore our pre-print: a deep look at using Graph Neural Networks in Epidemic Modeling. Check our collected paper list.
- 2024.02: I serve as a reviewer for ACM MM 2024.
- 2024.02: I serve as a reviewer for ECCV 2024.
- 2023.12: A paper was accepted to AAAI 2024. See you in Vancouver.
- 2023.11: I serve as a reviewer for CVPR 2024.
- 2023.11: 🚀🚀🚀 We thoroughly explore three core research areas in federated learning: generalization, robustness, and fairness. Don't hesitate to utilize our benchmarking codes for your own research goal!
- 2023.10: I attended China National Computer Congress (CNCC) and was awarded the honor of CCF (China Computer Federation) Elite Collegiate Award (102 Students nation-wide).
- 2023.10: I won the National Scholarship for the second time (0.2% nation-wide), and was selected the Pacemaker to Merit Student (Award Rate: 60/59774=0.1%).
- 2023.08: We attended The 32nd INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI) and presented our work in Macao.
📃 Publications
† Equal Contribution
- S3GCL: Spectral, Swift, Spatial Graph Contrastive Learning
- Guancheng Wan, Yijun Tian, Wenke Huang, Nitesh V Chawla, Mang Ye
- International Conference on Machine Learning (ICML), 2024
- Federated Graph Learning under Domain Shift with Generalizable Prototypes
- Guancheng Wan, Wenke Huang, Mang Ye
- Annual AAAI Conference on Artificial Intelligence (AAAI), 2024
- A Review of Graph Neural Networks in Epidemic Modeling
- Zewen Liu†, Guancheng Wan† (co-first), B. Aditya Prakash, Max S. Y. Lau, Wei Jin
- ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) (Lecture Style), 2024
- Federated Graph Semantic and Structural Learning
- Wenke Huang†, Guancheng Wan†(co-first), Mang Ye, Bo Du
- International Joint Conference on Artificial Intelligence (IJCAI), 2023
- FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference
- Zihan Tan†, Guancheng Wan† (co-first), Wenke Huang, Mang Ye
- The Thirty-eighth Annual Conference on Neural Information Processing Systems (NeurIPS), under review
- Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark
- Wenke Huang, Mang Ye, Zekun Shi, Guancheng Wan, He Li, Bo Du, Qiang Yang
- IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Minor Revision
- Project Page
🎡 Service
- Reviewer for NeurIPS’2024
- Reviewer for ECML PKDD’2024
- Reviewer for ACM MM’2024
- Reviewer for ECCV’2024
- Reviewer for CVPR’2024
🎖 Scholarships and Honors
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2024.06 SenseTime Scholarship (商汤奖学金) (25 Students nation-wide) SenseTime
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2024.04 CS Pioneer (计科先锋年度人物) (10 Students department-wide) Wuhan University
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2023.10 CCF (China Computer Federation) Elite Collegiate Award (CCF优秀大学生) (102 Students nation-wide) China Computer Federation
- 2023.10 Pacemaker to Merit Student (三好学生标兵) (Award Rate: 60/59774=0.1%) Wuhan University
- 2023.09 National Scholarship (Twice) (国家奖学金) (Award Rate: 0.2% nation-wide) Ministry of Education, China
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2023.09 First Class Scholarship (Award Rate: 5% school-wide) Wuhan University
- 2022.10 Merit Student (Award Rate: 10% school-wide) Wuhan University
- 2022.09 National Scholarship (国家奖学金) (Award Rate: 0.2% nation-wide) Ministry of Education, China
- 2022.09 First Class Scholarship (Award Rate: 5% school-wide) Wuhan University
- 2022.09 Excellent Student Cadre (Award Rate: 924/59774=1.5%) Wuhan University
📖 Educations
- 2021.09 - Now, Undergraduate, School of Computer Science, Wuhan University, China.
- 2018.09 - 2021.06, Senior Middle School, The attached Middle School To Jiangxi Normal University, China.
- 2015.09 - 2018.06, Junior Middle School, Yuxin School, China.
Miscellaneous
Talks and Shares
Handwriting of my Chinese name:
