Postdoc
Mingzhe Liu
刘铭喆
研究兴趣
Dynamic Graph Representation Learning, Data Mining
学术论文
Influence-aware Dynamic Graph Learning for Popularity Prediction
Yumeng Zhou, Mingzhe Liu, Leilei Sun, Xuejie Xu, Liangzhe Han, Tongyu Zhu
Position-Aware Neighbor Aggregation for Dynamic Link Prediction
Yumeng Zhou, Mingzhe Liu, Leilei Sun, Yifei Huang, Liangzhe Han, Charles Liu, Tongyu Zhu
Adaptive Sampling-based Dynamic Graph Learning for Information Diffusion Prediction
Xiaodong Lu, Mingzhe Liu, Tongyu Zhu, Leilei Sun, Jibin Wang, Weifeng Lv, Yikun Ban, Deqing Wang
Behavior Tokens Speak Louder: Disentangled Explainable Recommendation with Behavior Vocabulary
Xinshun Feng, Mingzhe Liu, Yi Qiao, Tongyu Zhu, Leilei Sun, Shuai Wang
SigFormer: A Transformer for Signaling Data Augmentation via Location Reconstruction
Mingzhe Liu, Haiyang Jiang, Tongyu Zhu, Leilei Sun, Jibin Wang, Hao Sheng
Evaluating LLMs on Pure Graph Structures: Benchmarks with Multiscale Graph Tasks and Structure-Based Prompt Improvements
Mingzhe Liu, Jiarui Liu, Tongyu Zhu, Leilei Sun
Towards Urban Semantic Cognition: Investigating the Capability of LLMs in Understanding Urban Areas
Mingzhe Liu, Zihang Xu, Kangting Xu, Tongyu Zhu, Leilei Sun
LLMs-Empowered Retrieval on Text-Attributed Graphs
Yifei Huang, Mingzhe Liu, Leilei Sun, Tongyu Zhu, Weifeng Lv
Mitigate Hallucinations in LLM's Understanding of Dynamic Graph: An In-depth Evaluation and Enhancement
Yuou Chen, Ruixing Zhang, Yunqi Liu, Tongyu Zhu, Mingzhe Liu, Weifeng Lv
MemMap: An Adaptive and Latent Memory Structure for Dynamic Graph Learning
Shuo Ji, Mingzhe Liu, Leilei Sun, Chuanren Liu, Tongyu Zhu
Community-Based Prompt Learning on Temporal Information Graph
Yumeng Zhou, Mingzhe Liu, Yi Xu, Jiarui Liu, Leilei Sun
Community-based Dynamic Graph Learning for Popularity Prediction
Shuo Ji, Xiaodong Lu, Mingzhe Liu, Leilei Sun, Chuanren Liu, Bowen Du, Hui Xiong
PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation
Mingzhe Liu, Han Huang, Hao Feng, Leilei Sun, Bowen Du, Yanjie Fu
Spatio-Temporal AutoEncoder for Traffic Flow Prediction
Mingzhe Liu, Tongyu Zhu, Junchen Ye, Qingxin Meng, Leilei Sun, Bowen Du
Co-Prediction of Multimodal Transportation Demands With Self-learned Spatial Dependence
Mingzhe Liu, Bowen Du, Leilei Sun