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stat.AP2026
Bayesian Dynamic Gamma Models for Route-Level Travel Time Reliability
Vadim Sokolov, Refik Soyer
Route-level travel time reliability requires characterizing the distribution of total travel time across correlated segments -- a problem where existing methods either assume indep…
stat.AP2026
Physics-Informed Diffusion Models for Vehicle Speed Trajectory Generation
Vadim Sokolov, Farnaz Behnia, Dominik Karbowski
Synthetic vehicle speed trajectory generation is essential for evaluating vehicle control algorithms and connected vehicle technologies. Traditional Markov chain approaches suffer…