Xiao-Liang Ma

CoReFlow: Consistency-Relaxed Flow Maps for Probabilistic Traffic Forecasting

Probabilistic traffic forecasting is essential for reliable Intelligent Transportation Systems (ITS), as it captures uncertainties in complex road networks. Recent diffusion- and flow-based generative models have facilitated uncertainty modeling through a multi-step sampling process. However, beyond slow inference, thi...