Intelligence Theories and Methods

319 Contribution Attribution Based on Semantic Similarity: Revealing Implicitlyd Sources in Directs Hot! Yang Siluo, Wu Lijuan, Wu Biyao DOI: 10.3772/j.issn.1000-0135.2026.03.001 2026 Vol. 45 (3): 319-331 [Abstract] ( 6 ) HTML (139 KB)  PDF (4588 KB)  ( 8 )

332 Attribution Analysis of Research Collaboration Frequency Based on XGBoost-SHAP Framework Hot! Peng Zhaoqi, Shi Bin, Yang Alex Jie, Deng Sanhong DOI: 10.3772/j.issn.1000-0135.2026.03.002 2026 Vol. 45 (3): 332-349 [Abstract] ( 15 ) HTML (160 KB)  PDF (5671 KB)  ( 8 )

350 Research Topic Recommendation for Scholars Based on Heterogeneous Graph Neural Networks Hot! Huo Chaoguang, Dan Tingting, Pang Zengyao DOI: 10.3772/j.issn.1000-0135.2026.03.003 2026 Vol. 45 (3): 350-362 [Abstract] ( 7 ) HTML (174 KB)  PDF (2667 KB)  ( 3 )

363 Academic Paper Profiling Based on CCA: A Theoretical Framework and Empirical Study Hot! Wang Xinyue, Zhao Danqun DOI: 10.3772/j.issn.1000-0135.2026.03.004 2026 Vol. 45 (3): 363-375 [Abstract] ( 5 ) HTML (137 KB)  PDF (4080 KB)  ( 5 )

376 Identification of Technical R&D Cooperation Partners Based on Heterogeneous Graph Embedding and Link Prediction Hot! Pan Hong, Wang Ming, Zhao Kai, Zhai Liang, Liang Guoqiang, Zhai Dongsheng DOI: 10.3772/j.issn.1000-0135.2026.03.005 2026 Vol. 45 (3): 376-392 [Abstract] ( 4 ) HTML (251 KB)  PDF (3743 KB)  ( 2 )

393 Anchor-Line-Network Framework: Potential Release Path of Public-Data Elements Under Resource-Dependence Theory Hot! Ma Haiqun, Zhang Bin DOI: 10.3772/j.issn.1000-0135.2026.03.006 2026 Vol. 45 (3): 393-401 [Abstract] ( 5 ) HTML (96 KB)  PDF (1286 KB)  ( 4 )

402 Cultural Heritage Smart Data Generation and Its Scenario-based Service Patterns Empowered by Collective Intelligence Hot! Yang Simin, Wang Hao DOI: 10.3772/j.issn.1000-0135.2026.03.007 2026 Vol. 45 (3): 402-416 [Abstract] ( 5 ) HTML (135 KB)  PDF (3988 KB)  ( 3 )

417 User Role Recognition of Social Media Public Opinion Based on Heterogeneous Hypernetwork Representation Learning from the Perspective of Symbolic Interaction Theory Hot! Shen Wang, Sun Ke, Li He, Liu Jiayu DOI: 10.3772/j.issn.1000-0135.2026.03.008 2026 Vol. 45 (3): 417-432 [Abstract] ( 3 ) HTML (207 KB)  PDF (6864 KB)  ( 5 )

Intelligence Technology and Application

433 Framework for Document-level Event Extraction Based on Semantic Graph Prompt Learning Hot! Yu Chuanming, Cheng Wei DOI: 10.3772/j.issn.1000-0135.2026.03.009 2026 Vol. 45 (3): 433-446 [Abstract] ( 2 ) HTML (190 KB)  PDF (3364 KB)  ( 4 )

447 Construction and Evaluation of Intelligent Medical Q&A System for Chronic Diseases: A Hybrid Modeling Approach Based on GraphRAG and MoE Hot! Ma Xin, Wang Fang, Zhang Feng, Li Zhaochuan DOI: 10.3772/j.issn.1000-0135.2026.03.010 2026 Vol. 45 (3): 447-462 [Abstract] ( 2 ) HTML (195 KB)  PDF (4293 KB)  ( 2 )