Masked Diffusion for Travel Diaries Synthesis
DiaryBridge is a masked diffusion model that processes travel diaries as single fixed-length sequences of tokens, including explicit count tokens for vehicles, persons, and trips. It learns to restore hidden diary entries by unmasking positions in any order. This method generates realistic travel patterns reflecting vehicle availability and employment status while recovering shared trips using other members' data.