📝 Publications

(*: equal contribution, ✉: corresponding authors)

2026

IJCAI'26

SCD-MVC: Stable Conditional Diffusion for Multi-view Clustering

Jinli Ma*, Chenkai Guo*, Renda Han, Renxiang Guan, Siwei Wang, Ke Liang, Xiaoyu Cui, Dayu Hu ✉
Keywords:
  • Multi-view Clustering
  • Diffusion Model

2025

arXiv

SPHENIC: Topology-Aware Multi-View Clustering for Spatial Transcriptomics

Chenkai Guo, Yikai Zhu, Renxiang Guan, Jinli Ma, Siwei Wang, Ke Liang, Guangdun Peng, Dayu Hu ✉
Keywords:
  • Persistent Homology
  • Multi-view Clustering
  • Graph Learning
Small Methods

Learning Phenotype Associated Signature in Spatial Transcriptomics with PASSAGE

Chen-Kai Guo*, Chen-Rui Xia*, Guangdun Peng✉, Zhi-Jie Cao✉, Ge Gao✉
Keywords:
  • Multi-slice Spatial Analysis
  • Graph Attention Network
  • Contrastive Learning
Jincan Ke, Jian Xu, Jia Liu, Yumeng Yang, Chenkai Guo, Bingbing Xie, Guizhong Cui, Guangdun Peng✉, and Shengbao Suo✉. "High-resolution mapping of single cells in spatial context." Nature Communications (2025).
Xiaogao Meng*, Wenjia Li*, Jian Xu, Yao Yao, An Gong, Yumeng Yang, Fangfang Qu, Chenkai Guo, Hui Zheng, Guizhong Cui✉, Shengbao Suo✉, Guangdun Peng✉.. "Spatiotemporal transcriptome atlas of developing mouse lung." Science Bulletin (2025).

2022

Nicola Murgia*, Yuan Ma*, Syeda Sadia Najam*, Yu Liu, Joanna Przybys, Chenkai Guo, Witold Konopka, and Ilya A. Vinnikov✉. "In vivo reductionist approach identifies miR-15a protecting mice from obesity." Frontiers in Endocrinology (2022).