马平｜北京航空航天大学｜学者主页

期刊论文

2026

SpaDiff denoises sequence-based spatial transcriptomics via diffusion process

Jia-Zhang Cai, Yong-Kai Chen, Lu-Yang Fang, Xinyi Liu, Wen-Xuan Zhong, Guo-Cheng Yuan, Ping Ma

Cell Reports Methods

2026

Pseudo-time reconstruction for analyzing transmission direction in COVID-19 contact-tracing data.

Jia-Zhang Cai, Yanda Feng, Hui-Min Cheng, Yang Ge, Zerui Guo, Hui Huang, Chang-Wei Li, Yang Li, Feng Ling, Leonardo Martinez, Ping Ma, Wen-Xuan Zhong, Ye Shen

Epidemics

DOI

2026

Personalized risk score prediction and testing policy adaptations of a COVID-19 population-based contact tracing network – CORRIGENDUM

Shushan Wu, Yan-Chun Feng, Hui-Min Cheng, Hui Huang, Yang Li, Feng Ling, Ping Ma, Wen-Xuan Zhong, Ye Shen

Epidemiology and Infection

DOI

2026

Optimal gene panel selection for targeted spatial transcriptomics experiments

Hao-Ran Lu, Lu-Yang Fang, O. Zeng, Wen-Xuan Zhong, Guo-Cheng Yuan, Ping Ma

Nucleic Acids Research

DOI

2026

AI-driven spectral decomposition for Raman and SERS signals in complex backgrounds

Yufang Liu, Yan-Jun Yang, Hao-Ran Lu, Jiaheng Cui, J. Murray, Ralph A. Tripp, Xianyang Chen, Wen-Xuan Zhong, Ping Ma, Yi-Ping Zhao

Optical Sensing and Detection IX

DOI

2026

Wahkon: A Statistically Principled Deep RKHS Superposition Network

Yong-Kai Chen, Wen-Xuan Zhong, Ping Ma

arXiv.org

DOI

2026

AI-assisted extraction and quantification of viral RNA SERS spectra from DNA–RNA hybridization measurement

Yan-Jun Yang, Yufang Liu, Hao-Ran Lu, Jiaheng Cui, Les P. Jones, J. Murray, Ralph A. Tripp, Xian-Yan Chen, Wen-Xuan Zhong, Ping Ma, Yi-Ping Zhao

BiOS

DOI

2026

A Single Revision Step Improves Token-Efficient LLM Reasoning

Ying-Chuan Zhang, Terry Ma, Wen-Xuan Zhong, Ping Ma

arXiv.org

DOI

2025

Knowledge distillation and dataset distillation of large language models: emerging trends, challenges, and future directions

Lu-Yang Fang, Xiaowei Yu, Jia-Zhang Cai, Yong-Kai Chen, Shu-Shan Wu, Zheng Liu, Zhen-Yuan Yang, Hao-Ran Lu, Xilin Gong, Yufang Liu, T. Ma, Wei Ruan, Ali Abbasi, Jing Zhang, Tao Wang, Ehsan Latif, Wei Liu, Wei Zhang, Soheil Kolouri, Xiao-Mei Zhai, Dajiang Zhu, Wen-Xuan Zhong, Tianming Liu, Ping Ma

Artificial Intelligence Review

DOI

2025

SPOT: An Active Learning Algorithm for Efficient Deep Neural Network Training

Lu-Yang Fang, Cheng Meng, Lin Zhao, Tao Wang, Tianming Liu, Wen-Xuan Zhong, Ping Ma

Big Data Mining and Analytics

DOI

2025

DCMM-Transformer: Degree-Corrected Mixed-Membership Attention for Medical Imaging

Hui-Min Cheng, Xiaowei Yu, Shu-Shan Wu, Lu-Yang Fang, C. Cao, Jing Zhang, Tian-Ming Liu, Da-Jiang Zhu, Wen-Xuan Zhong, Ping Ma

AAAI Conference on Artificial Intelligence

DOI

2025

Protocol to boost the robustness and accuracy of spatial transcriptomics algorithms using ensemble techniques

Jia-Zhang Cai, Shushan Wu, Hui-Min Cheng, Wen-Xuan Zhong, Guo‐Cheng Yuan, Ping Ma

STAR Protocols

DOI

2025

Extracting True Virus SERS Spectra and Augmenting Data for Improved Virus Classification and Quantification

Yufang Liu, Yan-Jun Yang, Hao-Ran Lu, Jiaheng Cui, Xian-Yan Chen, Ping Ma, Wen-Xuan Zhong, Yiping Zhao

ACS Sensors

DOI

2025

Large language models for bioinformatics

Wei Ruan, Yanjun Lyu, Jing Zhang, Jia-Zhang Cai, Peng Shu, Yang Ge, Yao Lu, Shang Gao, Yue Wang, Peilong Wang, Lin Zhao, Tao Wang, Yufang Liu, Lu-Yang Fang, Zi-Yu Liu, Zheng Liu, Yiwei Li, Zihao Wu, Jun-Hao Chen, Han-Qi Jiang, Yi Pan, Zhen-Yuan Yang, Jing-Yuan Chen, Shizhe Liang, Wei Zhang, T. Ma, Yuanxin Dou, Jian-Li Zhang, Xinyu Gong, Qi Gan, Yu-Xian Zou, Ze-Cheng Chen, Yu Qian, Shuo Yu, Jin Lu, Ke-Nan Song, Xian-Qiao Wang, Andrea Sikora, Gang Li, Xiang Li, Quan-Jun Li, Ying-Feng Wang, Lu Zhang, Y. Abate, Li-Fang He, Wen-Xuan Zhong, Rong-qiang Liu, Chao Huang, Wei Liu, Ye Shen, Ping Ma, Hong Zhu, Yajun Yan, Dajiang Zhu, Tian-Ming Liu

Quant. Biol.

DOI

2025

S2MNet: Speckle-To-Mesh Net for Three-Dimensional Cardiac Morphology Reconstruction via Echocardiogram

Xilin Gong, Yong-Kai Chen, Shushan Wu, Fangyi Wang, Ping Ma, Wen-Xuan Zhong

arXiv.org

DOI

2025

Alignment and Safety in Large Language Models: Safety Mechanisms, Training Paradigms, and Emerging Challenges

Hao-Ran Lu, Lu-Yang Fang, Rui-Dong Zhang, Xin-Liang Li, Jia-Zhang Cai, Hui-Min Cheng, Li-Juan Tang, Zi-Yu Liu, Ze-Liang Sun, Tao Wang, Ying-Chuan Zhang, Arif Hassan Zidan, Jin-Wen Xu, Jin-Cheng Yu, Mei Yu, Han-Qi Jiang, Xilin Gong, Weidi Luo, Bolun Sun, Yong-Kai Chen, Terry Ma, Shushan Wu, Yi-Fan Zhou, Jun-Hao Chen, Hao-Tian Xiang, Jing Zhang, Afrar Jahin, Wei Ruan, Ke Deng, Yi Pan, Pei-Long Wang, Jiahui Li, Zheng Liu, Lu Zhang, Lin Zhao, Wei Liu, Dajiang Zhu, Xinliang Xing, Fei Dou, Wei Zhang, Chao Huang, Rong Liu, Mengrui Zhang, Yi-Wen Liu, Xiaoxiao Sun, Qin Lu, Zhen Xiang, Wen-Xuan Zhong, Tianming Liu, Ping Ma

arXiv.org

DOI

2025

Personalized risk score prediction and testing policy adaptations of a COVID-19 population-based contact tracing network

Shushan Wu, Yan-Chun Feng, Hui-Min Cheng, Hui Huang, Yang Li, Feng Ling, Ping Ma, Wen-Xuan Zhong, Ye Shen

Epidemiology and Infection

DOI

2025

Fluid Correlation: A Novel Nonparametric Metric to Assess the Dynamic Association

Yong-Kai Chen, Shushan Wu, Ping Ma, Wen-Xuan Zhong

Journal of Computational And Graphical Statistics

DOI

2025

Mortgage Prepayment Modeling via a Smoothing Spline State Space Model

Hao-Ran Lu, Hui-Min Cheng, Ye Wang, Yaoguo Xie, Huan Yan, Xindong Wang, Ping Ma, Wen-Xuan Zhong

Journal of Data Science

DOI

2024

Semi-Supervised Concept Bottleneck Models

Lijie Hu, Tianhao Huang, Huanyi Xie, Xi-Lin Gong, Chenyang Ren, Zhengyu Hu, Lu Yu, Ping Ma, Di Wang

IEEE International Conference on Computer Vision

DOI

2024

MultiCOP: An Association Analysis of Microbiome-Metabolome Relationships

Zhen Wang, Lu-Yang Fang, Jia-Zhang Cai, Ping Ma, W. Zhong

Statistics in Biosciences

DOI

2024

WEST is an ensemble method for spatial transcriptomics analysis

Jia-Zhang Cai, Hui-Min Cheng, Shushan Wu, W. Zhong, Guo‐Cheng Yuan, Ping Ma

Cell Reports Methods

DOI

2024

Orthogonal multimodality integration and clustering in single-cell data

Yufang Liu, Yong-Kai Chen, Hao-Ran Lu, W. Zhong, Guo‐Cheng Yuan, Ping Ma

BMC Bioinformatics

DOI

2024

Bayesian Knowledge Distillation: A Bayesian Perspective of Distillation with Uncertainty Quantification

Lu-Yang Fang, Yong-Kai Chen, W. Zhong, Ping Ma

International Conference on Machine Learning

2024

Functional regression for SERS spectrum transformation across diverse instruments

Tao Wang, Yan-Jun Yang, Hao-Ran Lu, Jiaheng Cui, Xian-Yan Chen, Ping Ma, Wen-Xuan Zhong, Yiping Zhao

In Analysis

DOI

2024

Bisection Grover’s Search Algorithm and Its Application in Analyzing CITE-seq Data

Ping Ma, Yong-Kai Chen, Hao-Ran Lu, Wen-Xuan Zhong

Journal of the American Statistical Association

DOI

2009

改进的线性判别分析及人脸识别

马平，靳敬永，孙玉胜

《计算机与数字工程》

预印本

2026

Complex Problem Solving in Large Language Models: A Statistical Control Survey and Diagnostic Framework

Jiazhang Cai, Tao Wang, Ruidong Zhang, Siyuan Li, Terry Ma, Luyang Fang, Haoran Lu, Huimin Cheng, Yingchuan Zhang, Shushan Wu, Rui Xie, Lin Tang, Chao Huang, Rongjie Liu, Ziyu Liu, Meizhi Yu, Yongkai Chen, Yifan Zhou, Zeliang Sun, Chang Liu, Zhen Xiang, Wei Xiao, Zixin Rao, Xinyi Liu, Yutong Hu, Mengrui Zhang, Jing Zhang, Weidi Luo, Jincheng Yu, Zhengliang Liu, Weihang You, Hanqi Jiang, Yi Pan, Junhao Chen, Xinliang Li, Tianming Liu, Wenxuan Zhong, Ping Ma

arXiv preprint

2026

Quantum Statistical Bootstrap

Yongkai Chen, Ping Ma, Wenxuan Zhong

arXiv preprint

马平

精选作品

期刊论文

SpaDiff denoises sequence-based spatial transcriptomics via diffusion process

Pseudo-time reconstruction for analyzing transmission direction in COVID-19 contact-tracing data.

Personalized risk score prediction and testing policy adaptations of a COVID-19 population-based contact tracing network – CORRIGENDUM

Optimal gene panel selection for targeted spatial transcriptomics experiments

AI-driven spectral decomposition for Raman and SERS signals in complex backgrounds

Wahkon: A Statistically Principled Deep RKHS Superposition Network

AI-assisted extraction and quantification of viral RNA SERS spectra from DNA–RNA hybridization measurement

A Single Revision Step Improves Token-Efficient LLM Reasoning

Knowledge distillation and dataset distillation of large language models: emerging trends, challenges, and future directions

SPOT: An Active Learning Algorithm for Efficient Deep Neural Network Training

DCMM-Transformer: Degree-Corrected Mixed-Membership Attention for Medical Imaging

Protocol to boost the robustness and accuracy of spatial transcriptomics algorithms using ensemble techniques

Extracting True Virus SERS Spectra and Augmenting Data for Improved Virus Classification and Quantification

Large language models for bioinformatics

S2MNet: Speckle-To-Mesh Net for Three-Dimensional Cardiac Morphology Reconstruction via Echocardiogram

Alignment and Safety in Large Language Models: Safety Mechanisms, Training Paradigms, and Emerging Challenges

Personalized risk score prediction and testing policy adaptations of a COVID-19 population-based contact tracing network

Fluid Correlation: A Novel Nonparametric Metric to Assess the Dynamic Association

Mortgage Prepayment Modeling via a Smoothing Spline State Space Model

Semi-Supervised Concept Bottleneck Models

MultiCOP: An Association Analysis of Microbiome-Metabolome Relationships

WEST is an ensemble method for spatial transcriptomics analysis

Orthogonal multimodality integration and clustering in single-cell data

Bayesian Knowledge Distillation: A Bayesian Perspective of Distillation with Uncertainty Quantification

Functional regression for SERS spectrum transformation across diverse instruments

Bisection Grover’s Search Algorithm and Its Application in Analyzing CITE-seq Data

改进的线性判别分析及人脸识别

预印本

Complex Problem Solving in Large Language Models: A Statistical Control Survey and Diagnostic Framework

Quantum Statistical Bootstrap

研究方向