What is dynamic token routing in vision transformers?

Dynamic token routing assigns tokens to different computation paths based on their importance.

Instead of processing all tokens uniformly, dynamic routing uses learned gating mechanisms to send tokens through different transformer blocks or expert modules. This reduces computation and allows specialization, where important tokens receive more processing depth than less important ones.