Open access
Jul 2026
Deep Learning for Molecular Property Prediction with Logical Background Knowledge
This work proposes an enhanced learning framework that deeply integrates structured logical knowledge within GNN models, and demonstrates that incorporating domain-specific relational knowledge leads to better generalization and robustness compared to standard GNNs.
Kai Hodžić, Gustav Šír
· ACM Transactions on Intellig... · 0 citations