Provided are methods of forming nonvolatile memory elements including resistance switching layers. A method involves diffusing oxygen from a precursor layer to one or more reactive electrodes by annealing. At least one electrode in a memory element is reactive, while another may be inert. The precursor layer is converted into a resistance switching layer as a result of this diffusion. The precursor layer may initially include a stoichiometric oxide that generally does not exhibit resistance switching characteristics until oxygen vacancies are created. Metals forming such oxides may be more electronegative than metals forming a reactive electrode. The reactive electrode may have substantially no oxygen at least prior to annealing. Annealing may be performed at 250-400° C. in the presence of hydrogen. These methods simplify process control and may be used to form nonvolatile memory elements including resistance switching layers less than 20 Angstroms thick.