Understanding Multimodality in Generative Behavioral Cloning
The study investigates how multiple valid actions for one observation (multimodality) affect behavioral cloning policies using action-chunking methods. It analyzes two approaches: latent-variable policies and generative policies, proving that mode preservation depends on either the posterior-prior regularization strength or the smoothness (Lipschitz constant) of the action mapping.