Gang-Feng Ma (马钢峰)

Gang-Feng Ma (马钢峰)

University-Appointed Associate Professor

🌞 Gang-Feng Ma I Homepage

Appointed Associate Professor (with tenure-track benefits but not tenure)

School of Computer Science and Technology

Zhejiang Normal University

Email: mgf9505@gmail.com and gf_ma@zjut.edu.cn

Currently in Professor Changjun Zhou’s team, the Vice Dean of the School of Computer Science and Technology at Zhejiang Normal University. My master‘s/doctoral/postdoctoral supervisor is Professor Xu-Hua Yang, the director of the Institute of Intelligent Computing at Zhejiang University of Technology. My research intersts include Graph Neural Network, Recommendation Systems, and Knowledge Graph. I have over 20 publications appeared in several journals and conferences such as IEEE TNSE, IP&M, KBS, IEEE TCAS-II, DMKD, Neurocomputing, IEEE TCSS, IEEE TAI and Information Sciences.

You can also visit my Chinese Academic CV here.


🕛 News


🕑 Publications

2026

  • Robust drug recommendation based on patient status awareness and unbiased prediction.

    Gang-Feng Ma, Xilin Wen, Xu-Hua Yang, Yanbo Zhou, Wei Huang, Xiao-Xin Li, Peng Jiang.

    Information Processing & Management (IP&M).

  • Dual-Track Diffusion: Structure-Guided High Fidelity Denoising for Social Recommendation.

    Xu-Hua Yang, Zhen-Lei Huang, Gang-Feng Ma*, Jia-Ning Xu.

    Knowledge-based Systems (KBS).

  • Sequential recommender systems: A methodological taxonomy and research frontiers.

    Yanbo Zhou, Gang-Feng Ma, Xilin Wen, Xu-Hua Yang*, Yi-Cheng Zhang.

    Computer Science Review (Computer Science Review).

  • Social Influence-weighted User Preference for Recommendation Systems.

    Gang-Feng Ma, Xu-Hua Yang*, Xilin Wen, Haixia Long, Yanbo Zhou.

    Physica A: Statistical Mechanics and its Applications (Physica a)

  • Contrastive Deep Fusion-based Diffusion Multi-view Drug Recommendation.

    Gang-Feng Ma, Xu-Hua Yang*, Xilin Wen, Yanbo Zhou, Haixia Long, Wei Huang.

    IEEE Transactions on Computational Social Systems (TCSS).

  • ConDiff: Conditional Graph Diffusion Model for Recommendation.

    Xilin Wen, Xu-Hua Yang*, Gang-Feng Ma.

    Information Processing & Management (IP&M).

  • HyperSign: Saliency-Aware Spatial Graphs and Temporal Hypergraphs for Continuous Sign Language Recognition.

    Weiyi Ye, Xu-Hua Yang*, Dong Wei, Gang-Feng Ma, Yujiao Huang, Xiao-Xin Li.

    AAAI Conference on Artificial Intelligence (AAAI)

  • SignDAGC: Dynamic Axial Graph Structure for Continuous Sign Language Recognition and Translation.

    Hong-Xiang Hu, Dong Wei, Xu-Hua Yang*, Gang-Feng Ma, Sheng Liu, Yuan Feng, Yong Wang.

    Pattern Recognition (PR)

  • SAKA: Spatially-adaptive and Keyframe-anchored Graph Network for Continuous Sign Language Recognition.

    Weiyi Ye, Xu-Hua Yang*, Gang-Feng Ma, Dong Wei, Sheng Liu, Yuan Feng.

    International Conference on Acoustics, Speech, and Signal Processing (ICASSP)

  • Knowledge-Aware Prompt-Tuning for Integrated Conversational Recommender System.

    Xu-Hua Yang, Ming-Liu Wu, Hang Luo, Shi-Xing Zhou, Gang-Feng Ma, Peng Jiang.

    IEEE Transactions on Computational Social Systems (TCSS).

2025

  • Graph Contrastive Learning for Multibehavior Recommendation.

    Gang-Feng Ma, Meng-Ang Chen, Xu-Hua Yang*, Xilin Wen, Haixia Long, Yujiao Huang.

    IEEE Transactions on Computational Social Systems (TCSS).

  • Similar or Related: Spectral-Based Item Relationship Mining with Graph Convolutional Network for Complementary Recommendation.

    Gang-Feng Ma, Xu-Hua Yang*, Haixia Long, Yujiao Huang.

    IEEE Transactions on Artificial Intelligence (TAI).

  • Correlation-guided Information Deep Fusion for Multimodal Recommendation.

    Gang-Feng Ma, Xu-Hua Yang*, Peng Jiang.

    IEEE Transactions on Artificial Intelligence (TAI).

  • 基于邻域增强的图自监督推荐.

    文茜琳, 杨旭华*, 马钢峰.

    计算机学报 (计算机学报).

  • Part-Wise Graph Fourier Learning for Skeleton-Based Continuous Sign Language Recognition.

    Dong Wei*, Hongxiang Hu, Gang-Feng Ma.

    Journal of Imaging (Journal of Imaging).

  • Reinforcement Knowledge Graph Reasoning based on Dual Agents and Attention Mechanism.

    Xu-Hua Yang*, Tao Wang, Ji-Song Gan, Liang-Yu Gao, Gang-Feng Ma, Yan-Bo Zhou.

    Applied Intelligence (APIN).

2024

  • Robust Preference-Guided based Disentangled Graph Social Recommendation.

    Gang-Feng Ma, Xu-Hua Yang*, Yanbo Zhou, Haixia Long, Wei Huang, Weihua Gong, Sheng Liu.

    IEEE Transactions on Network Science and Engineering (TNSE).

  • Adaptive Denoising Graph Contrastive Learning with Memory Graph Attention for Recommendation.

    Gang-Feng Ma, Xu-Hua Yang*, Liang-Yu Gao, Ling-Hang Lian.

    Neurocomputing (Neurocomputing).

  • Robust social recommendation based on contrastive learning and dual-stage graph neural network.

    Gang-Feng Ma, Xu-Hua Yang*, Haixia Long, Yanbo Zhou, Xin-Li Xu.

    Neurocomputing (Neurocomputing).

  • Network embedding based on high-degree penalty and adaptive negative sampling.

    Gang-Feng Ma, Xu-Hua Yang*, Wei Ye, Xin-Li Xu, and Lei Ye.

    Data Mining and Knowledge Discovery (DMKD).

  • Task-related network based on meta-learning for few-shot knowledge graph completion.

    Xu-Hua Yang*, Wei D, Zhang L, Gang-Feng Ma, Xin-Li Xu, Hai-Xia Long..

    Applied Intelligence (APIN).

2023

  • Enhanced contrastive representation in network.

    Gang-Feng Ma, Xu-Hua Yang*, Yanbo Zhou, Lei Ye.

    Information Sciences (Information Sciences).

  • Community Detection Based on Markov Similarity Enhancement.

    Xu-Hua Yang*, Gang-Feng Ma, Xiang-Yu Zeng, Yuchao Pang, Yanbo Zhou, Yu-Di Zhang, Lei Ye.

    IEEE Transactions on Circuits and Systems Part II: Express Briefs (TCAS-II).

  • Knowledge graph embedding and completion based on entity community and local importance.

    Xu-Hua Yang*, Gang-Feng Ma, Xin Jin, Hai-Xia Long, Jie Xiao, and Lei Ye.

    Applied Intelligence (APIN).

  • Attribute network joint embedding based on global attention.

    Xu-Hua Yang*, Gang-Feng Ma, Fang-Nan Ma, Lei Ye, Yu-Di Zhang.

    Pattern Recognition Letters (PRL).

  • Graph neural networks for preference social recommendation.

    Gang-Feng Ma, Xu-Hua Yang*, Yue Tong, Yanbo Zhou.

    Peerj Computer Science (Peerj Computer Science).

Before 2023

  • Graph Convolutional Network Based on Higher-Order Neighborhood Aggregation.

    Gang-Feng Ma, Xu-Hua Yang*, Lei Ye, Yu-Jiao Huang, and Peng Jiang.

    International Conference on Neural Information Processing (ICONIP)


🕓 Education Experience

  • Sep. 2018 - Sep. 2023: Ph.D Computer Science and Technology, Zhejiang University of Technology.

    校一等奖学金；华为昇腾众智开发者；浙江省大学生新苗杯人才计划；本科教学优秀研究生助教；博士党支部纪律委员

  • Sep. 2013 - Jun. 2017: B.S Software Engineering, Zhejiang University of Technology.

    院优秀团员；校奖学金；校级组织校社团联盟外联部副部长；易芯EC计算机社团硬件部副部长；班级副班长


🕗 Internship Experience

  • Zhejiang Dahua Technology Co., Ltd.

    NLP Algorithm Intern


🕙 Project Experience