04:00
2026-08-31
machinebrief.com
machine-learning
Beyond Flat Netlist: Hierarchical Graph Representation Learning for Scalable Analysis of Sequential Circuits
Researchers introduced DeepSeq3, a hierarchical framework that abstracts sequential circuits into fine-grained combinational subgraphs and a high-level Super-Node Graph, using a dual Graph Neural Netw…