陈亮

副教授

联系邮箱： chenliang6@mail.sysu.edu.cn

个人主页： http://www.chenliang.tech

教师简介: 

陈亮博士，中山大学计算机学院副教授，软件工程系副主任，广东省“珠江人才计划”引进创新创业团队核心成员，主持国家自然科学基金青年项目、国家自然科学基金联合基金重点项目课题、广东省基础与应用基础研究基金项目和广州市科技项目等国家/省部/市级项目多项，并参与多项国家重点研发计划项目。陈亮博士于2009和2015年在浙江大学计算机学院获得学士和博士学位，2015.9-2016.9在墨尔本皇家理工进行博士后研究，目前担任国际服务协会青年科学家论坛副主席，国际期刊International Journal of Web Science副主编，中国计算机学会服务计算专业委员会委员，成果发表在KDD、SIGIR、ICML、IJCAI、WWW、ICDE、CIKM、ICWS、ICSOC、TKDE、TII、IOTJ、TSC、TSMC等领域顶级会议及期刊上，共计发表论文100余篇，Google Scholar引用数据2000余次。

News. 长期招收博士后、特聘科研人员、硕士研究生。欢迎优秀本科生加入研究团队，表现优秀者可以推荐至美国、澳洲、香港各地继续深造。

研究领域: 

推荐系统、图计算、机器学习、软件工程

代表性论著: 

  1. [IJCAI-21] Liang Chen, Jintang Li, Qibiao Peng , Yang Liu, Zibin Zheng, Carl Yang, "Understanding Structural Vulnerability in Graph Convolutional Networks", 30th International Joint Conference on Artificial Intelligence, Montreal-themed Virtual Reality, August 21-26, 2021, accepted. [CCF-A]
  2. [IJCAI-21] Carl Yang, Haonan Wang, Ke Zhang, Liang Chen, Lichao Sun, "Secure Graph Generation with Link Privacy", 30th International Joint Conference on Artificial Intelligence, Montreal-themed Virtual Reality, August 21-26, 2021, accepted. [CCF-A]
  3. [TKDE] Jintang Li, Tao Xie, Liang Chen*, Fenfang Xie, Xiangnan He, Zibin Zheng, "Adversarial Attack on Large Scale Graph", IEEE Transactions on Knowledge and Data Engineering, accepted, April 2021. [CCF-A]
  4. [SIGIR-21] Jiancan Wu, Xiang Wang, Fuli Feng, Xiangnan He, Liang Chen, Jianxun Lian, Xing Xie, "Self-supervised Graph Learning for Recommendation", 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, Research Paper, online, July 11-15, 2021, accepted. [CCF-A]
  5. [SIGIR-21] Jiawei Chen, Hande Dong, Yang Qiu, Xiangnan He, Xin Xin, Liang Chen, Guli Lin, Keping Yang, "AutoDebias: Learning to Debias for Recommendation", 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, Research Paper, online, July 11-15, 2021, accepted. [CCF-A]
  6. [ICSE-21] Jintang Li, Kun Xu, Liang Chen*, Zibin Zheng and Xiao Liu, "GraphGallery: A Platform for Fast Benchmarking and Easy Development of Graph Neural Networks Based Intelligent Software", 43rd International Conference on Software Engineering, demo track, Virtual, May 25-28, 2021, accepted. [CCF-A]
  7. [WWW-21] Yu Zheng, Chen Gao, Liang Chen, Yong Li, Depeng Jin, "Diversified Recommendation Through Similarity-Guided Graph Neural Networks", 30th The Web Conference, Slovenia, April 19-23, 2021, accepted. [CCF-A]
  8. [ICDE-21] Tao Xie, Yangjun Xu, Liang Chen*, Yang Liu, and Zibin Zheng, "Sequential Recommendation on Dynamic Heterogeneous Information Network", IEEE 37th International Conference on Data Engineering, Poster, Greece, April 19 - 22, 2021, accepted. [CCF-A]
  9. [WSDM-21] Yuanzhen Xie, Zijing Ou, Liang Chen*, Yang Liu, Kun Xu, Carl Yang and Zibin Zheng, "Learning and Updating Node Embedding on Dynamic Heterogeneous Information Network", 14th ACM International Conference on Web Search and Data Mining, Israel, March 8 - 12, 2021, pp.184-192.
  10. [AAAI-21] Kai Wang, Zhene Zou, Qilin Deng, Jianrong Tao, Runze Wu, Changjie Fan, Liang Chen, Peng Cui, "Reinforcement Learning with a Disentangled Universal Value Function for Item Recommendation", 35th AAAI Conference on Artificial Intelligence, Feb 2-9, 2021. [CCF-A]
  11. [TKDE] Yang Liu, Liang Chen*, Xiangnan He, Jiaying Peng, Zibin Zheng, Jie Tang, "Modelling High-Order Social Relations for Item Recommendation", IEEE Trsasactions on Knowledge and Data Engineering, accepted, 2020. [CCF-A]
  12. [TOIT] Liang Chen, Jiaying Peng, Yang Liu, Jintang Li, Fenfang Xie, Zibin Zheng, "Phishing Scams Detection in Ethereum Transaction Network", ACM Transactions on Internet Technology, 2020.
  13. [SIGIR-20] Yang Liu, Xianzhuo Xia, Liang Chen*, Xiangnan He, Carl Yang, Zibin Zheng, "Certifiable Robustness to Discrete Adversarial Perturbations for Factorization Machines", 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval（SIGIR）, Research Paper, Xi'an, China, July 25-30, 2020. [CCF-A]
  14. [KDD-20] Wenqiang Lei, Gangyi Zhang, Xiangnan He, Yisong Miao, Xiang Wang, Liang Chen and Tat-Seng Chua, "Interactive Path Reasoning on Graph for Conversational Recommendation", KDD, Research Paper, San Diego, CA, US, August 23-27, 2020. [CCF-A]
  15. [ECAI-20] Yang Liu, Jiaying Peng, Liang Chen*, Zibin Zheng, "Abstract Interpretation based Robustness Certification for Graph Convolutional Networks", 24th European Conference on Artificial Intelligence（ECAI）, Full Paper, Santiago, Spain, June 8-12, 2020.
  16. [ECAI-20] Yangjun Xu, Liang Chen*, Fenfang Xie, Weibo Hu, Jieming Zhu, Chuan Chen, Zibin Zheng, "Directional Adversarial Training for Recommender Systems", 24th European Conference on Artificial Intelligence（ECAI）, Full Paper, Santiago, Spain, June 8-12, 2020.
  17. [IJCAI-19] Liang Chen, Yang Liu, Xiangnan He, Lianli Gao, and Zibin Zheng, "Matching User with Item Set: Collaborative Bundle Recommendation with Attention Network", IEEE International Joint Conference on Artificial Intelligence（IJCAI）, Main Track, Macao, China, August 10 - 16, 2019. [CCF-A]
  18. [WWWJ] Liang Chen, Yongjian Ye, Fenfang Xie, Zibin Zheng, "Incorporating Geographical Location for Team Formation in Social Coding Sites", World Wide Web Journal,Vol.23, 2020, pp. 153-174.
  19. [TSC] Tingting Liang, Liang Chen*, Jian Wu, Guandong Xu, Zhaohui Wu, "SMS: A Framework for Service Discovery by Incorporating Social Media Information", IEEE Transactions on Services Computing, Vol 12, no. 3, pp. 384-397, 2019.
  20. [CIKM-18] Liang Chen, Yang Liu, Zibin Zheng, and Philip Yu, "Heterogeneous Neural Attentive Factorization Machine for Rating Prediction", 27th ACM International Conference on Information and Knowledge Management（CIKM）, Full Paper, Lingotto, Turin, Italy, Oct 22 - 26, 2018, pp.833-842.
  21. [ICML-18] Shaoan Xie, Zibin Zheng, Liang Chen*, and Chuan Chen, "Learning Semantic Representations for Unsupervised Domain Adaptation", 35th International Conference on Machine Learning（ICML）, Full Paper, Stockholm, Sweden, July 10 - 17, 2018, pp.5423-5432. [CCF-A]
  22. [ICSOC-18] Liang Chen, Angyu Zheng, Yinlan Feng, Fenfang Xie, and Zibin Zheng, "Software Service Recommendation Base on Collaborative Filtering Neural Network Model", 16th International Conference on Services Oriented Computing（ICSOC）, Full Paper, Hangzhou, China, Nov 12 - 15, 2018, pp.388-403.
  23. [TSC] Liang Chen, Jian Wu, Hengyi Jian, Hongbo Deng, Zhaohui Wu, "Instant Recommendation for Web Services Composition", IEEE Transactions on Service Computing, Volume 7, Issue 4, 2014, pp.586-598.
  24. [KAIS] Liang Chen, Jian Wu, Zibin Zheng, Yanan Xie, Yilun Wang, Michael R. Lyu, Zhaohui Wu, "Modeling and Exploring Tag Relevance for Web Service Mining", International Journal of Knowledge and Information Systems, Volume 39, Issue 1, 2014, pp.153-173.

  25. [TSMC] Jian Wu, Liang Chen*, Yipeng Feng, Zibin Zheng, Mengchu Zhou, Zhaohui Wu, "Predicting Quality of Service for Selection by Neighborhood-based Collaborative Filtering", IEEE Transactions on System, Man, and Cybernetics, Part A, Volume 43, Issue 2, 2013, pp. 428-439.