The 152 full papers and 8 short papers presented in this book were carefully selected and reviewed from 275 submissions. These papers have been organized in the following topical sections:

Part I: Fuzzy Machine Learning and Decision Making

Part II: Knowledge Engineering, LLMs, and Reasoning

Part III: Computer Vision and Medical Imaging

Part IV: Graph Neural Networks and Relational Intelligence

Part V: Trustworthy, Federated, and Robust Learning Systems