Rishi Sonthalia

Universal Approximation of Mean-Field Models via Transformers

2024 · arXiv (Cornell University)

This paper investigates the use of transformers to approximate the mean-field dynamics of interacting particle systems exhibiting collective behavior. Such systems are fundamental in modeling phenomena across physics, biology, and engineering, including opinion formation, biological …