Abstract: In this presentation we show how to use deep language models to solve problems related to differential equations, namely solving ODE, and deriving properties of differential systems such as local stability or controllability. Our models have no built-in knowledge of mathematics and only learn through examples, yet they manage to achieve high performance on advanced problems.

The work is based on these 2 papers:

https://arxiv.org/pdf/1912.01412.pdf

https://arxiv.org/pdf/2006.06462.pdf