| 2025 | ICML | SDMG: Smoothing Your Diffusion Models for Powerful Graph Representation Learning. | Junyou Zhu, Langzhou He, Chao Gao, Dongpeng Hou, Zhen Su, Philip S. Yu, Jrgen Kurths, Frank Hellmann |
| 2025 | ICRA | MiniVLN: Efficient Vision-and-Language Navigation by Progressive Knowledge Distillation. | Junyou Zhu, Yanyuan Qiao, Siqi Zhang, Xingjian He, Qi Wu, Jing Liu |
| 2025 | WACV | GroundingMate: Aiding Object Grounding for Goal-Oriented Vision-and-Language Navigation. | Qianyi Liu, Siqi Zhang, Yanyuan Qiao, Junyou Zhu, Xiang Li, Longteng Guo, Qunbo Wang, Xingjian He, Qi Wu, Jing Liu |
| 2024 | KDD | Propagation Structure-Aware Graph Transformer for Robust and Interpretable Fake News Detection. | Junyou Zhu, Chao Gao, Ze Yin, Xianghua Li, Jrgen Kurths |
| 2021 | IJCNN | Unsupervised Dynamic Network Embedding Using Global Information. | Junyou Zhu, Zheng Luo, Fan Zhang, Haiqiang Wang, Jiaxin Wang, Chao Gao |
| 2021 | KSEM | Enhanced Self-node Weights Based Graph Convolutional Networks for Passenger Flow Prediction. | Hao Liu, Fan Zhang, Yi Fan, Junyou Zhu, Zhen Wang, Chao Gao |
| 2021 | KSEM | Medication Combination Prediction via Attention Neural Networks with Prior Medical Knowledge. | Haiqiang Wang, Xuyuan Dong, Zheng Luo, Junyou Zhu, Peican Zhu, Chao Gao |
| 2021 | KSEM | Community Detection in Dynamic Networks: A Novel Deep Learning Method. | Fan Zhang, Junyou Zhu, Zheng Luo, Zhen Wang, Li Tao, Chao Gao |