Dynamical systems view gives clean stability conditions for looped transformers

Tri Dao says the dynamical system view yields very clean conditions for looped transformers to be stable. The post's background links looping blocks of layers during training to predictable scaling laws that can match a Transformer twice the size at a fixed parameter count.