On Efficient Scaling of GNNs via IO-Aware Layers Implementations. - Daria Fomina; Daniil Krasylnikov; Alexey Boykov; Andrey Dolgovyazov; Vyacheslav Zhdanovskiy; Fedor Velikonivtsev (CoRR, 2026)