Transferable Parasitic Estimation via Graph Contrastive Learning and Label Rebalancing in AMS Circuits

Shan Shen, Shenglu Hua, Jiajun Zou +4

Graph representation learning on Analog-Mixed Signal (AMS) circuits is crucial for various downstream tasks, e.g., parasitic estimation. However, the scarcity of design data, the u…