The 13 full papers presented in this book were carefully reviewed and selected from 19 submissions. These papers were organized in the following topical sections: Foundation Models and Generalization in Medical AI; Representation Learning for Detection and Diagnosis; Signals, Bias, and Structure in Medical Data; Poster Presentations.