The classification of Riemannian manifolds with special holonomy contains two “exceptional” cases: G2-holonomy in dimension 7, and Spin(7)-holonomy in dimension 8. Their study is the topic of exceptional geometry.
General discussion is in
Discussion of G2 manifolds is in
Applications to supergravity are discussed in
For more along these lines see the references at exceptional generalized geometry.