Trenta, Alessandro

6 publications

ICLR 2026 ComPhy: Composing Physical Models with End-to-End Alignment Alessandro Trenta, Andrea Cossu, Davide Bacciu

ICLR 2026 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

TMLR 2026 Learning and Transferring Physical Models Through Derivatives Alessandro Trenta, Andrea Cossu, Davide Bacciu

ICLR 2025 Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks Simon Heilig, Alessio Gravina, Alessandro Trenta, Claudio Gallicchio, Davide Bacciu

NeurIPS 2025 SONAR: Long-Range Graph Propagation Through Information Waves Alessandro Trenta, Alessio Gravina, Davide Bacciu

ICLRW 2024 MultiSTOP: Solving Functional Equations with Reinforcement Learning Alessandro Trenta, Davide Bacciu, Andrea Cossu, Pietro Ferrero