The six-volume proceedings set LNAI 15919, 15920, 15921, 15922, 15923 and 15924 constitutes the refereed proceedings of the 18th International Conference on Knowledge Science, Engineering and Management, KSEM 2025, held in Macao, China during August 4–7, 2025.
The 106 papers and 66 short papers are included in these proceedings were carefully reviewed and selected from 354 submissions. They focus on all aspects of the exchange of research in artificial intelligence, data science, knowledge engineering, AI safety, large language models, and related frontier areas.
.- Global Discovery: A Global Graph-RAG Approach for Query-Focused Multimodal Summarization Across Multiple PDF Papers.
.- Metric Embedding Initialization-Based Differentially Private and Explainable Graph Clustering.
.- M³Net: Multimodal-Feature-masked Networks for Fake News Detection.
.- TB-DML4HS: A Task-Based Modeling and Causal Effect Estimation Method Using DML for Heterogeneous UAV Swarm.
.- WebGCN: Web Information Extraction Algorithm Based on Graph Neural Networks.
.- Federated Rank Learning with Dimensionality Reduction and Clustering for Electricity Load Forecasting.
.- Context-Aware Vectors: A New Method Integrating Personality into LLMs for Enhanced Sentiment Analysis.
.- Research on Detection and Reconstruction of Multiple Types of Anomalies il£