Najwa Laabid

Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models

Graph diffusion models, dominant in graph generative modeling, remain underexplored for graph-to-graph translation tasks like chemical reaction prediction. We demonstrate that standard permutation equivariant denoisers face fundamental limitations in these tasks due to their inability to break symme…