Horizontal Project 4, Advanced Sampling Methods, aims to push the frontiers for structure-prediction, phase space and composition sampling. Earlier work of these groups laid the foundations for future ambitious achievements, from the development of metadynamics and well-tempered metadynamics, basin-hopping methods, and sketch maps.