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cs.LG2025
Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding
Manuel Lecha, Andrea Cavallo, Francesca Dominici +5
Graph Neural Networks (GNNs) excel at learning from pairwise interactions but often overlook multi-way and hierarchical relationships. Topological Deep Learning (TDL) addresses thi…
cs.LG2025
AccioScene: Compositional 3D Scene Generation via Graph Diffusion and Interaction-driven Critics
Yao Wei, Matteo Toso, Pietro Morerio +3
This paper presents a framework for generating 3D indoor scenes from text prompts. Existing methods often formulate scene synthesis as an object layout prediction problem condition…