Learning Heterogeneous Tactile Representation for General Dexterous Manipulation

LingBot-Touch is a tactile foundation model developed to free tactile understanding from sensor-specific physics. The model yields a unified representation across piezoresistive, magnetic, and visuotactile sensors. The resulting tactile tokens can be seamlessly integrated into policy models across paradigms like diffusion policy and vision-language-action (VLA) models.