Giovanni Salvatore D'urso

SPREAD: Subspace Representation Distillation for Lifelong Imitation Learning

A central challenge in lifelong imitation learning (LIL) is enabling agents to acquire new skills from expert demonstrations while retaining knowledge of previously learned tasks. Achieving this requires preserving the low-dimensional manifolds and geometric structures that underlie task representat…