2026 Papers

Qing Qing, Xikun Zhang, Zhongyuan Zhang, Jiarui Liu, Xingtong Yu, Xiaotao Shen, Ziqi Xu, Qixin Zhang, Zhe Wang, Renqiang Luo (2026). Learning Multi-Relational Graph Representations for DNA Methylation-Based Biological Age Estimation. Preprint.

Shuyi Miao, Wangjie Qiu, Shengda Zhuo, Fei Shen, Dan Lin, Xingtong Yu, Chua Tat-Seng, Zhiming Zheng (2026). UniDetect: LLM-Driven Universal Fraud Detection across Heterogeneous Blockchains. Preprint.

Chenxu Du, Xingtong Yu, Zhuoer Xu, Yang Liu, Tianrui Li (2026). A2GBD: Attack-Agnostic Graph Backdoor Defense. The ACM Web Conference (WWW).

Xingtong Yu, Shenghua Ye, Ruijuan Liang, Chang Zhou, Hong Cheng, Xinming Zhang, Yuan Fang (2026). Evaluating Progress in Graph Foundation Models: A Comprehensive Benchmark and New Insights. Preprint.

Jie Zhang, Xingtong Yu, Yuan Fang, Rudi Stouffs, Zdravko Trivic (2026). UrbanGraphEmbeddings: Learning and Evaluating Spatially Grounded Multimodal Embeddings for Urban Science. ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD).