Position: Topological Deep Learning is the New Frontier for Relational Learning

Papamarkou, T., Birdal, T., Bronstein, M., Carlsson, G., Curry, J., Gao, Y., Hajij, M., Kwitt, R., Liò, P., Di Lorenzo, P., Maroulas, V., Miolane, N., Nasrin, F., Natesan Ramamurthy, K., Rieck, B., Scardapane, S., T. Schaub, M., Veličković, P., Wang, B., Wang, Y.,  Wei, G., Zamzmi, G.

This paper explores topological deep learning as a complementary approach to graph and geometric learning, outlining key open problems, potential solutions, and future research directions in the field.