AMSnet-KG: A Netlist Dataset for LLM-based AMS Circuit Auto-Design Using Knowledge Graph RAG
Published in ACM Transactions on Design Automation of Electronic Systems, 2025
AMSnet-KG extends schematic-netlist datasets with a circuit knowledge graph and retrieval-augmented generation workflow, enabling LLM-based AMS circuit analysis and auto-design with stronger structured reasoning.
Recommended citation: Shi, Y., Tao, Z., Gao, Y., Zhou, T., Chang, C., Wang, Y., Chen, B., Zhang, G., Liu, A., Yu, Z., Lin, T.-J., & He, L. (2025). AMSnet-KG: A Netlist Dataset for LLM-based AMS Circuit Auto-Design Using Knowledge Graph RAG. ACM Transactions on Design Automation of Electronic Systems, 30(6), 94:1-94:37. https://doi.org/10.1145/3736166