Alessio Gravina

1. Anti-Symmetric DGN: a stable architecture for Deep Graph Networks
   2022/10/18 by Alessio Gravina, Gravina, Alessio, Davide Bacciu +3 · 8 citations
   Computer Science · Physics and Astronomy · Materials Science · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Machine Learning in Materials Science
2. On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems
   2024/05/02 by Alessio Gravina, Gravina, Alessio, Moshe Eliasof +7 · 9 citations
   Physics and Astronomy · Computer Science · #Complex Network Analysis Techniques #Graph Theory and Algorithms
3. On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
   2025/02/15 by Álvaro Arroyo, Arroyo, Álvaro, Alessio Gravina +13 · 11 citations
   Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #Machine Learning and ELM
4. Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks
   2024/05/27 by Simon Heilig, Alessio Gravina, Heilig, Simon +7 · 5 citations
   Computer Science · Engineering · #Advanced MIMO Systems Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Millimeter-Wave Propagation and Modeling #Systems and Control (eess.SY) #Wireless Signal Modulation Classification #electronic engineering #information engineering