Publications in 2026

Zhikai Chen, Han Xie, Jian Zhang, Jiliang Tang, Xiang song, Huzefa Rangwala
Relatron: Automating Relational Machine Learning over Relational Databases
 In Proceedings of International Conference on Learning Representations (ICLR), 2026

Pengfei He, Zhenwei Dai, Bing He, Hui Liu, Xianfeng Tang, Hanqing Lu, Juanhui Li, Jiayuan Ding, Subhabrata Mukherjee, Suhang Wang, Yue Xing, Jiliang Tang, Benoit Dumoulin
TRAJECT-Bench:A Trajectory-Aware Benchmark for Evaluating Agentic Tool Use
 In Proceedings of International Conference on Learning Representations (ICLR), 2026

Haoyu Han, Kai Guo, Harry Shomer, Yu Wang, Yucheng Chu, Hang Li, Li Ma, Jiliang Tang
Reasoning by Exploration: A Unified Approach to Retrieval and Generation over Graphs
 In Proceedings of the 33rd ACM Web Conference (WWW), 2026

Shen Dong*, Mingxuan Zhang*, Pengfei He*, Li Ma, Bhavani Thuraisingham, Hui Liu, Yue Xing
PEAR: Planner-Executor Agent Robustness Benchmark
 In Proceedings of the Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2026

Yu Song, Zhigang Hua, Yan Xie, Bingheng Li, Jingzhe Liu, Bo Long, Jiliang Tang, Hui Liu
Learning the Latent Structure: A Feature-Centric Approach to Graph Data Augmentation
✪ Oral  In Proceedings of the 40th AAAI Conference on Artificial Intelligence (AAAI), 2026



        * equal contribution