This paper proposes the use of memory in life-long learning to prevent catastrophic forgetting by means of experience replay and local adaptation. The idea is simple yet it is an interesting new step in this line of work. The experiments are comprehensive. The writing is clear. The paper would be a good addition to the conference, and has support from reviewers.