Reasoning Without Inference Cost: Latent Semantic Scaffolding for Robot VLA Policies

Andrew Ting Yan Li, Zhuo Li, Zhelin Yang +3

Vision-language-action (VLA) models are trained by imitation and capture what action to take but not why; adding causal reasoning improves manipulation, but current methods pay for…