An Integrated Semantic-Syntactic SBLSTM Model for Aspect Specific Opinion Extraction. - Zhongming Han; Xin Jiang; Mengqi Li; Mengmei Zhang; Dagao Duan (WISA, 2018)

Adversarial Label-Flipping Attack and Defense for Graph Neural Networks. - Mengmei Zhang; Linmei Hu; Chuan Shi 001; Xiao Wang 017 (ICDM, 2020)

Text-Graph Enhanced Knowledge Graph Representation Learning. - Linmei Hu; Mengmei Zhang; Shaohua Li; Jinghan Shi; Chuan Shi 001; Cheng Yang 002; Zhiyuan Liu 001 (Frontiers Artif. Intell., 2021)

Robust Heterogeneous Graph Neural Networks against Adversarial Attacks. - Mengmei Zhang; Xiao Wang 017; Meiqi Zhu; Chuan Shi 001; Zhiqiang Zhang 012; Jun Zhou 011 (AAAI, 2022)

Provable Training for Graph Contrastive Learning. - Yue Yu 007; Xiao Wang 017; Mengmei Zhang; Nian Liu; Chuan Shi 001 (NeurIPS, 2023)

Minimum Topology Attacks for Graph Neural Networks. - Mengmei Zhang; Xiao Wang 017; Chuan Shi 001; Lingjuan Lyu; Tianchi Yang; Junping Du 001 (WWW, 2023)

Towards Graph Foundation Models: A Survey and Beyond. - Jiawei Liu 006; Cheng Yang 003; Zhiyuan Lu; Junze Chen; Yibo Li; Mengmei Zhang; Ting Bai; Yuan Fang 001; Lichao Sun 001; Philip S. Yu; Chuan Shi 001 (CoRR, 2023)

Unveiling the Secrets without Data: Can Graph Neural Networks Be Exploited through Data-Free Model Extraction Attacks? - Yuanxin Zhuang; Chuan Shi 001; Mengmei Zhang; Jinghui Chen; Lingjuan Lyu; Pan Zhou 001; Lichao Sun 001 (USENIX Security Symposium, 2024)

GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended Tasks. - Mengmei Zhang; Mingwei Sun; Peng Wang 133; Shen Fan; Yanhu Mo; Xiaoxiao Xu; Hong Liu; Cheng Yang 002; Chuan Shi 001 (WWW, 2024)

Endowing Pre-trained Graph Models with Provable Fairness. - Zhongjian Zhang; Mengmei Zhang; Yue Yu 007; Cheng Yang 002; Jiawei Liu 006; Chuan Shi 001 (WWW, 2024)

FineMolTex: Towards Fine-grained Molecular Graph-Text Pre-training. - Yibo Li; Yuan Fang 001; Mengmei Zhang; Chuan Shi 001 (CoRR, 2024)

Rethinking Byzantine Robustness in Federated Recommendation from Sparse Aggregation Perspective. - Zhongjian Zhang; Mengmei Zhang; Xiao Wang 017; Lingjuan Lyu; Bo Yan 005; Junping Du 001; Chuan Shi 001 (AAAI, 2025)

Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks? - Zhongjian Zhang; Xiao Wang 017; Huichi Zhou; Yue Yu 007; Mengmei Zhang; Cheng Yang 002; Chuan Shi 001 (KDD (1), 2025)

Data-centric Federated Graph Learning with Large Language Models. - Bo Yan 005; Zhongjian Zhang; Huabin Sun; Mengmei Zhang; Yang Cao 011; Chuan Shi 001 (CoRR, 2025)

Adaptive Tokenization: On the Hop-Overpriority Problem in Tokenized Graph Learning Models. - Zhibiao Wang; Yunlong Zhou; Ziwei Zhang; Mengmei Zhang; Shirui Pan; Chunming Hu; Xiao Wang (CoRR, 2025)

Graph Foundation Models: Concepts, Opportunities and Challenges. - Jiawei Liu 006; Cheng Yang 002; Zhiyuan Lu; Junze Chen; Yibo Li; Mengmei Zhang; Ting Bai; Yuan Fang 001; Lichao Sun 001; Philip S. Yu; Chuan Shi 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)