The Open House is part of the PASCAL's fifth thematic programme. This scientific programme brings together researchers around two themes: # learning tasks where the target is complex (i.e. large number of different predictions) but has structure (sequence, tree, graph) that can be utilized for learning effectively; # multi-task learning, where several dependent learning tasks are to be tackled at once. In particular, we shall focus on the following research topics/issues.