Gilles de Saint Julien

NetDiff: Graph Diffusion with Improved Global Capabilities to Generate and Update Mobile Network Topologies

We introduce NetDiff, a node-conditioned denoising diffusion model that generates directional link topologies and a two-slot transmit/receive parity for mobile ad hoc networks. Directional antennas can yield high throughput but require globally consistent link decisions under sector, interference, c…