I’m a first-year Ph.D. student in the Department of Computing (COMP) at The Hong Kong Polytechnic University (PolyU). I am fortunately advised by Prof. Qing Li(PolyU side), Prof. Zhen Lei(CAS side) and Dr. Wenqi Fan. Before that, I received my bachelor and master degree from Shandong University and Nanjing Univeristy, respectively.
My research interest includes Recommendations (RecSys), Graph Neural Networks (GNNs), Trustworthy AI and Bayesian optimization. I have published more than 2 papers 
🔥 News
- 2022.08: 🎉🎉 Our paper Towards Self-supervised Learning on Graphs with Heterophily is accepted in CIKM 2022.
- 2022.08: 🎉🎉 Our paper Disentangled Contrastive Learning for Social Recommendation is accepted in CIKM 2022.
- 2022.05: 🎉🎉 Our paper Knowledge-enhanced Black-box Attacks for Recommendations is accepted in KDD 2022.
- 2022.03: 🎉🎉 Our paper AutoGSR: Neural Architecture Search for Graph-based Session Recommendation is accepted in SIGIR 2022.
📝 Publications
Towards Self-supervised Learning on Graphs with Heterophily, Jingfan Chen, Guanghui Zhu, Yifan Qi, Chunfeng Yuan, Yihua Huang, CIKM 2022 [Code]
Disentangled Contrastive Learning for Social Recommendation, Jiahao Wu, Wenqi Fan, Jingfan Chen, Shengcai Liu, Qing Li, Ke Tang, CIKM 2022
Knowledge-enhanced Black-box Attacks for Recommendations, Jingfan Chen, Wenqi Fan, Guanghui Zhu, Xiangyu Zhao, Chunfeng Yuan, Qing Li, Yihua Huang, KDD 2022
AutoGSR: Neural Architecture Search for Graph-based Session Recommendation, Jingfan Chen, Guanghui Zhu, Haojun Hou, Chunfeng Yuan, Yihua Huang, SIGIR 2022
📝 Ongoing Works
Semi-supervised Embedding Learning for High-dimensional Bayesian Optimization, Jingfan Chen, Guanghui Zhu, Chunfeng Yuan, Yihua Huang, arxiv preprint
📝 Honors and Awards
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2022 Student Travel Grant, SIGIR’2022
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2020 The 9-th place (733 teams in total) in Tianchi VOS: A Competition of Video Object Segmentation (website)
📝 Services
Conference Sub-Reviewer:
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2022 SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)
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2022 International Joint Conferences on Artificial Intelligence (IJCAI)
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2021 The Web Conference (WWW)
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2021 Association for the Advancement of Artificial Intelligence (AAAI)
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2021 ACM International Conference on Web Search and Data Mining (WSDM)
📝 Educations
- Ph.D., Computing, Hong Kong Polytechnic University, HongKong, since August, 2022, Advisor: Prof. Qing Li, Prof. Zhen Lei, Dr. Wenqi Fan
- M.S., Computer Engineering, Nanjing University, Nanjing, Sept, 2019 - June, 2022, Advisor: Prof. Yihua Huang, Dr. Guanghui Zhu
- B.S., Software Engineering, Shandong University, Shandong, Sept, 2015 - June, 2019
📝 Internships
- Huawei, Suzhou, Aug, 2018 - Feb, 2019