Blayney, Hugh

3 publications

TMLR 2026 A Survey on Over-Smoothing and Over-Squashing: Unified Propagation Perspectives on Graph Neural Networks and Transformers Alvaro Arroyo, Federico Barbero, Hugh Blayney, Michael M. Bronstein, Xiaowen Dong, Pietro Lio, Razvan Pascanu, Pierre Vandergheynst

ICLR 2026 gLSTM: Mitigating Over-Squashing by Increasing Storage Capacity Hugh Blayney, Alvaro Arroyo, Xiaowen Dong, Michael M. Bronstein

CVPR 2024 Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier Graphs Hugh Blayney, Hanlin Tian, Hamish Scott, Nils Goldbeck, Chess Stetson, Panagiotis Angeloudis