Knowledge Science, Engineering and Management: 18th International Conference, KSEM 2025, Macao, China, August 47, 2025, Proceedings, Part II [Paperback]

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.

 .- Noise-Resistant Federated Open Set Recognition.
.- Graph Representation-aware Online Aggregations over Knowledge Graph.
.- LWMUNet: Enhancing Semantic Segmentation with Learnable Linked Sliding-Window Serialization.
.- A Trusted Federated Learning Scheme for Distributed GAN Model Training.
.- Multimodal Sentiment Analysis with Modality-Robust and -Biased Representations and Distance-aware Contrastive Learning.
.- DeNoiseFood dataset with ECAMixDNet: an efficient denoising framework for complex textured food images.
.- Leveraging Language Model and Knowledge Tracing for Personalized Question Generation.
.- MFTP: Multi-round Feedback for Dynamic Travel Itinerary Optimization.
.- GraphRAG-KM: An Automated Framework for Transforming Industrial Docul³&