We introduce GAUDI, a generative model that captures the distribution of 3D scenes parametrized as radiance fields. We decompose generative model in two steps: (i) Optimizing a latent representation of 3D radiance fields and corresponding camera poses. (ii) Learning a powerful score based generative model on latent space. GAUDI obtains state-of-the-art performance accross multiple datasets for unc