This article discusses forms of arts-based mediation in museums that use creation as the primary tool in the learning process. We present four mediation experiences based on the arts-based teaching methodologies promoted by the project 'Art for Learning Art'. These experiences have been developed in four museums: the Centre Pompidou Málaga, the State Russian Museum in Málaga and the Espai d'Art Contemponeo [Center of contemporary art] in Castellón in Spain and the Modern Art Murilo Mendes Museum of Minas Gerais in Brazil. Four experiences in three cities of two countries that work in a methodology which involves participative and collaborative visitor connections with the works exhibited using arts-based strategies. In all cases, the artistic works of the exhibitions are the conceptual basis for mediation proposals that are offered to the public in order to encourage participation. We link the aesthetic experience as the origin of the mediation process in two fundamental aspects: creation and appreciation. In the act of creative appreciation, most art education objectives are met. The actions and processes are directed by collaborative and contemporary creation strategies around two axes: museum educator-artists in training and visitors-artists as learners. In the four experiences that we present here, this confluence takes place. The four events have been adapted to the conditions of the place, public and art exhibitions, contributing new approaches to the model that has been promoted from the University of Granada since 2013.