Traffic flow prediction using multiscale diffusion model guided by wavelet transform

TL;DR

These findings validate that MTSDM/WT provides superior prediction accuracy and resilience, especially in settings marked by fluctuating traffic patterns and noise disruption, with theoretical implications for advancing diffusion model applications in spatiotemporal series analysis and practical value for intelligent transportation system optimization.