Qi-Lin Chen

Function-Aware VLSI Partitioning for GNN-Based Hardware Trojan Detection

Graph neural networks (GNNs) have shown strong potential for gate-level hardware Trojan detection, yet scalability remains a fundamental challenge. As integrated circuits grow in scale, existing GNN-based methods suffer from limited scalability and reduced discriminative power due to inherent constraints of message pas...