most citedPF-GNN: Differentiable particle filtering based approximation of universal graph representations

2 citations · 3 across the 2 of their papers we have counts for

collaborators

2 papers

cs.CV2024★ 1 cited

Constrained Layout Generation with Factor Graphs

Mohammed Haroon Dupty, Yanfei Dong, Sicong Leng +4

This paper addresses the challenge of object-centric layout generation under spatial constraints, seen in multiple domains including floorplan design process. The design process ty…

cs.LG2024★ 2 cited

PF-GNN: Differentiable particle filtering based approximation of universal graph representations

Mohammed Haroon Dupty, Yanfei Dong, Wee Sun Lee

Message passing Graph Neural Networks (GNNs) are known to be limited in expressive power by the 1-WL color-refinement test for graph isomorphism. Other more expressive models eithe…