2 papers
cs.LG2025
Graph-SCP: Accelerating Set Cover Problems with Graph Neural Networks
Zohair Shafi, Benjamin A. Miller, Tina Eliassi-Rad +1
Machine learning (ML) approaches are increasingly being used to accelerate combinatorial optimization (CO) problems. We investigate the Set Cover Problem (SCP) and propose Graph-SC…
cs.LG2025
Reducing the Sensitivity of Neural Physics Simulators to Mesh Topology via Pretraining
Nathan Vaska, Justin Goodwin, Robin Walters +1
Meshes are used to represent complex objects in high fidelity physics simulators across a variety of domains, such as radar sensing and aerodynamics. There is growing interest in u…