Winter school organised by Hong Kong Baptist University, the Institute of Automation of the Chinese Academy of Sciences and SUSTech on the theme of next-generation biometrics and behaviour science: multimodal foundation models, generative and agentic AI, presentation attack detection, template protection and fairness.