Improved Multi-Agent Deep Deterministic Policy Gradient for Path Planning-Based Crowd Simulation. - Shangfei Zheng; Hong Liu 013 (IEEE Access, 2019)

When Hardness Makes a Difference: Multi-Hop Knowledge Graph Reasoning over Few-Shot Relations. - Shangfei Zheng; Wei Chen 070; Pengpeng Zhao 001; An Liu 002; Junhua Fang; Lei Zhao 001 (CIKM, 2021)

Enhancing Multimedia Recommendation Through Item-Item Semantic Denoising and Global Preference Awareness. - Yanlong Zhang; Shangfei Zheng; Qian Zhou; Wei Chen 070; Lei Zhao 001 (ADMA (1), 2023)

MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning. - Shangfei Zheng; Weiqing Wang 001; Jianfeng Qu; Hongzhi Yin; Wei Chen 070; Lei Zhao 001 (ICDE, 2023)

DREAM: Adaptive Reinforcement Learning based on Attention Mechanism for Temporal Knowledge Graph Reasoning. - Shangfei Zheng; Hongzhi Yin; Tong Chen 005; Quoc Viet Hung Nguyen; Wei Chen 070; Lei Zhao 001 (SIGIR, 2023)

Multi-Hop Knowledge Graph Reasoning in Few-Shot Scenarios. - Shangfei Zheng; Wei Chen 070; Weiqing Wang 001; Pengpeng Zhao 001; Hongzhi Yin; Lei Zhao 001 (IEEE Trans. Knowl. Data Eng., 2024)

MMUIL: enhancing multi-platform user identity linkage with multi-information. - Qian Zhou; Yihan Hei; Wei Chen 070; Shangfei Zheng; Lei Zhao 001 (Knowl. Inf. Syst., 2024)

CADRL: Category-Aware Dual-Agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs. - Shangfei Zheng; Hongzhi Yin; Tong Chen 005; Xiangjie Kong 001; Jian Hou 002; Pengpeng Zhao 001 (ICDE, 2025)

Tackling Sparse Facts for Temporal Knowledge Graph Completion. - Yuchao Zhang; Xiangjie Kong 001; Kailun Ye; Guojiang Shen; Shangfei Zheng (WWW, 2025)

Multi-Robot Collaborative Exploration on Communication-Constrained Environments. - Guangdong Lu; Hantao Ding; Jian Hou 002; Shangfei Zheng (IEEE Access, 2025)

Towards heterogeneous federated graph learning via structural entropy and prototype aggregation. - Zhehao Dai; Guojiang Shen; Haopeng Yuan; Shangfei Zheng; Yuyue Hu; Jiaxin Du; Xiangjie Kong 001; Feng Xia 001 (Inf. Sci., 2025)

Do as I Can, Not as I Get: Topology-Aware Multi-Hop Reasoning on Multi-Modal Knowledge Graphs. - Shangfei Zheng; Hongzhi Yin; Tong Chen 005; Quoc Viet Hung Nguyen; Wei Chen 070; Lei Zhao 001 (IEEE Trans. Knowl. Data Eng., 2025)