Researchers proposed CleanVideo, a selective erasure framework for text-to-video diffusion models. It uses a tri-modal gating mechanism to control low-dimensional subspace intervention, jointly processing visual features, timestep signals, and textual semantics to erase target concepts while preserving non-target content.