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Luciano Serafini

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#machine learning Preprint Aug 2026

Generation of High-Level Concepts in 3D Scene Graphs via Autoregressive Diffusion

This work proposes a unified autoregressive diffusion-based graph generative model that jointly learns structure and features, constructing complete 3DSGs bottom-up from observed vertical planes across arbitrary hierarchy depths, and proposes an adaptation of the Fused Gromov--Wasserstein distance for principled graph-level evaluation of generated 3DSGs against ground truth.

J. A. Millan-Romera, Samuel Cognolato, Holger Voos et al. · 0 citations

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