Author

Pengfei Liu

Observed name: P. Liu

Institutions: Sun Yat-sen University, Southern Medical University

Observed institutions: Tongji University, Sun Yat-sen University, Chinese Academy of Sciences, Institute of Acoustics, Shanghai East Hospital, Peng Cheng Laboratory, Southern Medical University

ORCID: 0000-0001-6130-6968

Observed ORCID: 0000-0001-6130-6968

OpenAlex ID: A5075163557

GIT-Mol: A multi-modal large language model for molecular science with graph, image, and text

2024 · Pengfei Liu, Yiming Ren, et al. · Computers in Biology and Medicine · 91

A quantitative analysis of knowledge-learning preferences in large language models in molecular science

2025 · Pengfei Liu, Jun Tao, et al. · Nature Machine Intelligence · 14

Cytokine expression patterns: A single-cell RNA sequencing and machine learning based roadmap for cancer classification

2024 · Zhixiang Ren, Yiming Ren, et al. · Computational Biology and Chemistry · 6

Herbal-derived puerarin-berberine cocrystal: Computational insights into mechanisms driving simultaneous enhanced solubility and bioavailability

2026 · Liang Li, Pengfei Liu, et al. · Phytomedicine · 3

Single-cell RNA sequencing reveals the effects of mental stress on mouse mammary tumors and the tumor microenvironment

2025 · Pengfei Liu, Wenjing Ma, et al. · Cell Death Discovery · 2

Discovery of Bioactive Constituents for Colitis From Traditional Chinese Medicine Prescription via Deep Neural Network

2025 · Zhixiang Ren, Yiming Ren, et al. · IEEE Transactions on Computational Biology and Bioinformatics · 2

A Deep Learning Model for Efficient Nontargeted Screening of New Psychoactive Substances with Benchtop Nuclear Magnetic Resonance Devices

2025 · Pengfei Liu, Wei Jia, et al. · Analytical Chemistry · 1

Explainable Analysis for New Psychoactive Substance Identification with Chemical Insights

2025 · Pengfei Liu, Cuimei Liu, et al. · Journal of Chemical Information and Modeling · 1

A self-feedback knowledge elicitation approach for chemical reaction predictions

2025 · Pengfei Liu, Jun Tao, et al. · Engineering Applications of Artificial Intelligence · 1

PINS: A Physics-Informed Generative Framework for De Novo Structure Elucidation from 1D NMR Spectra

2026 · Pengfei Liu, Cuimei Liu, et al. · Analytical Chemistry

META-Tox: Multiview Ensemble with Topological Aggregation for Robust In Vivo Toxicity Prediction

2026 · Pengfei Liu, Jing Guo, et al. · The Journal of Physical Chemistry Letters

Parallel Clusters: Visual Comparison of Embeddings Based on Multi-Scale Neighborhood Analysis

2026 · Zehua Yu, Xiaoyi Li, et al. · IEEE Transactions on Visualization and Computer Graphics

A fragment-aware model for novel psychoactive substances analysis with uncertainty quantification

2025 · Pengfei Liu, Jing Guo, et al. · Journal of Pharmaceutical and Biomedical Analysis

Dynamic Knowledge-Prior for Few-Shot Drug-Drug Interaction Events Prediction

2024 · Pengfei Liu, Jun Tao, et al. · ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB)

A movie scene segmentation and annotation method based on subtitle text and an image SIFT feature

2014 · S. B. Li, P. Liu, et al. · WIT transactions on information and communication technologies

Works count: 15

Citation count: 121

H-index: 3

I10-index: 2