The Eigentask framework is a recent advancement in lifelong learning that extends generative replay approaches to address other lifelong learning goals, such as forward knowledge transfer. It enables the system to learn new tasks while retaining knowledge from previous tasks, thus overcoming the challenge of catastrophic forgetting.