Publications in Machine Learning

Journal

J. Giraldo, A. Torovic, A. Einizade, J. Castro-Correa, M. Badiey, F. Malliaros, T. Bouwmans, "Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks", submitted to Pattern Recognition, 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.