The 12th International Conference on Soft Methods in Probability and Statistics (SMPS2026) is a biennial gathering of experts exploring established and emerging approaches in soft probability and statistics. First held in Warsaw in 2002, it has become a recurring forum for exchanging ideas and discussing new trends that expand the traditions of probabilistic, statistical, and uncertainty modeling, with a focus on flexible and nuanced handling of incomplete or subjective information.