On Sumsets of Subsets of Squares

Let $A\subseteq \{1,\dots ,N\}$ be a set of size $\delta N$. We prove a Bogolyubov–Ruzsa type result that $A^2+A^2+A^2-A^2-A^2-A^2$ contains a large low-dimensional generalized arithmetic progression.