  An agent that efficiently accumulates knowledge to develop increasingly
sophisticated skills over a long lifetime could advance the frontier of
artificial intelligence capabilities. The design of such agents, which remains
a long-standing challenge of artificial intelligence, is addressed by the
subject of continual learning. This monograph clarifies and formalizes concepts
of continual learning, introducing a framework and set of tools to stimulate
further research.
