This special issue invites contributions that explore the intersection of explainable artificial intelligence (XAI) and network science as applied to social systems and collective intelligence. The call seeks research that leverages both XAI methodologies and network science approaches to better understand, model, and explain complex social phenomena, emergent behaviors, and collective decision-making processes.