Journal
J. Giraldo, A. Einizade, A. Todorovic, J. Castro-Correa, M. Badiey, T. Bouwmans, F. Malliaros , "Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks", IEEE Transactions on Signal and Information Processing Over Networks, 2024.
Conference
J. Giraldo, K. Skianis, T. Bouwmans, F. Malliaros, "On the Trade-off between Over-smoothing and Over-squashing in Deep Graph Neural Networks", ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, UK, October 2023.
J. Giraldo, S. Javed, A. Mahmood, F. Malliaros, T. Bouwmans, "Higher-Order Sparse Convolutions In Graph Neural Networks", IEEE International Conference on Acoustics, Speech and Signal Processing, Rhodes Island, Greece, June 2023.