2026
Lifelong Imitation Learning with Multimodal Latent Replay and Incremental Adjustment
CVPR 2026
We introduce a lifelong imitation learning framework that enables continual policy refinement across sequential tasks under realistic memory and data constraints. Our approach departs from conventional experience replay by operating entirely in a multimodal latent space, where compact representation