Alessandro Trenta

According to our database, Alessandro Trenta authored at least 6 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Learning and Transferring Physical Models through Derivatives.

Alessandro Trenta, Andrea Cossu, Davide Bacciu

Trans. Mach. Learn. Res., 2026

2025

Improving Long-Range Interactions in Graph Neural Simulators via Hamiltonian Dynamics.

Tai Hoang, Alessandro Trenta, Alessio Gravina, Niklas Freymuth, Philipp Becker, Davide Bacciu, Gerhard Neumann

CoRR, November, 2025

SONAR: Long-Range Graph Propagation Through Information Waves.

Alessandro Trenta, Alessio Gravina, Davide Bacciu

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks.

Simon Heilig, Alessio Gravina, Alessandro Trenta, Claudio Gallicchio, Davide Bacciu

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

Injecting Hamiltonian Architectural Bias into Deep Graph Networks for Long-Range Propagation.

Simon Heilig, Alessio Gravina, Alessandro Trenta, Claudio Gallicchio, Davide Bacciu

CoRR, 2024

MultiSTOP: Solving Functional Equations with Reinforcement Learning.

Alessandro Trenta, Davide Bacciu, Andrea Cossu, Pietro Ferrero

CoRR, 2024