David Grace

PhysDiff-Net: Physics-Guided Diffusion for Synthetic Wireless Traffic Generation

Synthetic network traffic for benchmarking wireless optimisation algorithms must satisfy statistical, temporal, and physical requirements that existing generative models do not meet simultaneously. To address this challenge, we propose PhysDiff-Net, a conditional denoising diffusion probabilistic model for synthetic Wi...