Pang Kaiyu

Generation then Reconstruction: Accelerating Masked Autoregressive Models via Two-Stage Sampling

Masked Autoregressive (MAR) models promise better efficiency in visual generation than continuous autoregressive (AR) models for the ability of parallel generation, yet their acceleration potential remains constrained by the modeling complexity of spatially correlated visual tokens in a single step.…