Universal Approximation of Mean-Field Models via Transformers

Shiba Biswal, Karthik Elamvazhuthi, Rishi Sonthalia

This paper investigates the use of transformers to approximate the mean-field dynamics of interacting particle systems exhibiting collective behavior. Such systems are fundamental…