Jing Ma, Jundong Li, “Learning Causality with Graphs”, AI Magazine, 2022.

Qiang Huang, Jing Ma, Jundong Li, Huiyan Sun, Yi Chang, “SemiITE: Semi-supervised Individual Treatment Effect Estimation via Disagreement-Based Co-training”, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2022. (Acceptance Rate: 26%).

Jing Ma, Mengting Wan, Longqi Yang, Jundong Li, Brent Hecht, Jaime Teevan, “Learning Causal Effects on Hypergraphs”, ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2022. (Acceptance Rate: 14.99%). [PDF] [Code]

Yushun Dong, Jing Ma, Chen Chen, Jundong Li, “Fairness in Graph Mining: A Survey”, Arxiv, 2022. [PDF]

Zheng Huang, Jing Ma, Yushun Dong, Natasha Foutz, Jundong Li, “Empowering Next POI Recommendation with Multi-Relational Modeling”, ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2022. (short paper) (Acceptance Rate: 24.73%).

Jing Ma, Yushun Dong, Zheng Huang, Daniel Mietchen, Jundong Li, “Assessing the Causal Impact of COVID-19 Related Policies on Outbreak Dynamics: A Case Study in the US”, International World Wide Web Conference (WWW), 2022. (Acceptance Rate: 17.7%). [PDF] [Code]

Jing Ma, Ruocheng Guo, Mengting Wan, Longqi Yang, Aidong Zhang, Jundong Li, “Learning Fair Node Representations with Graph Counterfactual Fairness”, ACM International Conference on Web Search and Data Mining (WSDM), 2022. (Acceptance Rate: 20.2%). [PDF] [Code]

Jing Ma, Ruocheng Guo, Aidong Zhang, Jundong Li, “Multi-Cause Effect Estimation with Disentangled Confounder Representation”, International Joint Conference on Artificial Intelligence (IJCAI), 2021. (Acceptance Rate: 13.9%). [PDF] [Code]

Zhendong Chu, Jing Ma, Hongning Wang, “Learning from Crowds by Modeling Common Confusions”, AAAI Conference on Artificial Intelligence (AAAI), 2021. (Acceptance Rate: 21%). [PDF] [Code]

Jing Ma, Ruocheng Guo, Chen Chen, Aidong Zhang, Jundong Li. “Deconfounding with Networked Observational Data in a Dynamic Environment”, ACM International Conference on Web Search and Data Mining (WSDM), 2021. (Acceptance Rate: 18.6%). [PDF] [Code]

Jing Ma, Dezhi Hong, Hongning Wang. “Selective Sampling for Building Sensor Type Classification”, ACM/IEEE Conference on Information Processing in Sensor Networks (IPSN), 2020. (Acceptance Rate: 21.7%). [PDF] [Code]

Jing Ma, Li Li. “Distributed K-means Algorithm for Optimizing the Extended Index Layer on RDD”, Computer Engineering and Applications (CE&A), 2019.

Jing Ma, Bin Yao, Xiaofeng Gao, Yanyan Shen, Minyi Guo. “Top-k Critical Vertices Query on Shortest Path”, IEEE Transactions on Knowledge and Data Engineering (TKDE), 2018. [PDF]

Zhifei Mao, Jing Ma, Yuming Jiang, Bin Yao. “Performance evaluation of WiFi Direct for data dissemination in mobile social networks”, IEEE Symposium on Computers and Communications (ISCC), 2017. [PDF]