Publications ( * denotes equal contribution)

MASK: Minority-aware Semantic Alignment via Knowledge Enhancement for Long-tailed Graph Clustering
Yiwei Fu*, Chunchun Chen*, Yuxing Zhang*, Weizhi Zhang, Guanjie Zheng, Wei Ye, Xiao Luo, Philip S. Yu, Minghua Deng

Gradual Adversarial Graph Transfer: Stabilizing Alignment with Dual Transitional Domains
Xing Wei, Jiayi Yang, Chunchun Chen, Chenrun Wang, Xin Sun, Ming Li, Rui Fan, Hanli Wang, Wei Ye

Fast Mixture of Curvature-Aware Experts for Diverse and Dynamic Graph Topologies
Jiayi Yang, Xing Wei, Chunchun Chen, Yi Feng, Wengang Guo, Rui Fan, Xiaofeng Cao, Xin Sun, Wei Ye

Multi-scenario Knowledge-Enhanced Latent Intent Modeling for Recommendation
Quan Yuan, Chunchun Chen, Yuxing Zhang, Yaxiu Yu, Xiaoming Ju

A Survey of Reinforcement Learning for Large Language Models under Data Scarcity: Challenges and Solutions
Zhiyin Yu, Yuchen Mou, Juncheng Yan, Junyu Luo, Chunchun Chen, Xing Wei, Yunhui Liu, Hongru Sun, Yuxing Zhang, Jun Xu, Yatao Bian, Ming Zhang, Wei Ye, Tieke He, Jie Yang, Guanjie Zheng, Zhonghai Wu, Bo Zhang, Lei Bai, Xiao Luo

Edge Self-Adversarial Augmentation Enhances Graph Contrastive Learning Against Neighborhood Inconsistency
Chunchun Chen, Xing Wei, Jiayi Yang, Chenrun Wang, Yiwei Fu, Yuxing Zhang, Xin Sun, Rui Fan, Wei Ye

Adversarial Augmentation With Maximum Discrepancy for Graph Contrastive Learning
Chunchun Chen, Xing Wei, Yuxing Zhang, Wei Ye

Bootstrap Deep Spectral Clustering with Optimal Transport
Wengang Guo, Wei Ye, Chunchun Chen, Xin Sun, Christian Böhm, Claudia Plant, Susanto Rahardja

Preference-driven Knowledge Distillation for Few-shot Node Classification
Xing Wei, Chunchun Chen, Rui Fan, Xiaofeng Cao, Sourav Medya, Wei Ye

Mark: Multi-agent collaboration with ranking guidance for text-attributed graph clustering
Yiwei Fu*, Yuxing Zhang*, Chunchun Chen*, Jianwen Ma, Quan Yuan, Rong-Cheng Tu, Xinli Huang, Wei Ye, Xiao Luo, Minghua Deng
- Linkthief: Combining generalized structure knowledge with node similarity for link stealing attack against gnn. Yuxing Zhang, Siyuan Meng, Chunchun Chen, Mengyao Peng, Hongyan Gu, Xinli Huang. ACM MM 2024.
- Deep discriminative dictionary pair learning for image classification. Wenjie Zhu, Bo Peng, Chunchun Chen, Hao Chen. Applied Intelligence 2023.
- Unified robust network embedding framework for community detection via extreme adversarial attacks. Wenjie Zhu, Chunchun Chen, Bo Peng. Information Sciences 2023.
- Differentiated graph regularized non-negative matrix factorization for semi-supervised community detection. Chunchun Chen, Wenjie Zhu, Bo Peng. Physica A: Statistical Mechanics and its Applications 2022.
- Towards robust community detection via extreme adversarial attacks, Chunchun Chen, Wenjie Zhu, Bo Peng, Huijuan Lu, ICPR 2022.
- Self-supervised embedding for subspace clustering. Wenjie Zhu, Bo Peng, Chunchun Chen. CIKM 2021.