| Git-mol: A multi-modal large language model for molecular science with graph, image, and text P Liu, Y Ren, J Tao, Z Ren Computers in biology and medicine 171, 108073, 2024 | 74* | 2024 |
| A quantitative analysis of knowledge-learning preferences in large language models in molecular science P Liu, J Tao, Z Ren Nature Machine Intelligence, 1-13, 2025 | 3* | 2025 |
| Impact of Domain Knowledge and Multi-Modality on Intelligent Molecular Property Prediction: A Systematic Survey T Kuang, P Liu, Z Ren Big Data Mining and Analytics 7 (3), 858-888, 2024 | 2 | 2024 |
| Cytokine expression patterns: A single-cell RNA sequencing and machine learning based roadmap for cancer classification Z Ren, Y Ren, P Liu, H Xu Computational Biology and Chemistry 109, 108025, 2024 | 1 | 2024 |
| Dynamic Knowledge-Prior for Few-Shot Drug-Drug Interaction Events Prediction P Liu, J Tao, Z Ren Proceedings of the 15th ACM International Conference on Bioinformatics …, 2024 | | 2024 |
| A Self-feedback Knowledge Elicitation Approach for Chemical Reaction Predictions P Liu, J Tao, Z Ren arXiv preprint arXiv:2404.09606, 2024 | | 2024 |
| Identification of bioactive constituents for colitis from traditional Chinese medicine prescription via deep neural network Z Ren, Y Ren, P Liu, Q Shu, H Ma, H Xu bioRxiv, 2023.05. 31.542690, 2023 | | 2023 |
Zhixiang RenResearch Scientist, Peng Cheng LaboratoryDirección de correo verificada de pcl.ac.cn