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.
.- Label Inference Attacks against Federated Unlearning.
.- LVLM-FDA: Protecting Large Vision-language models via Fast Detection of Malicious Attempts.
.- KAD: Based on the Kolmogorov-Arnold formula’s Nonlinear Dynamic Channel Weights module.
.- CoTSentry: Advanced Network Attack Detection with Chain-of-Thought Reasoning.
.- A Large Language Model Agent-Guided Multi-Agent System for Adaptive Traffic Signal Control.
.- FedBCE: Rethinking Clustered Federated Learning for Better Clustering Efficiency.
.- SAML: A Structure-Aware Enhanced Meta Learning Framework for Spatio-Temproal Graph Few-Shot Learning.
.- A Task-Specific Feature Fusion Strategy For Small Object Detection.
.- Decoupled Dynamic Spatio-Temporal Neural Radiance Fields for Enhanced 3D Sl³&