3 papers
cs.AI2026
Simulation-Aware In-Context Policy Improvement for LLM-Aided Analog Layout Refinement
Bingyang Liu, Ziming Wei, Xiaohan Gao +1
Analog IC layout design remains a labor-intensive iterative process dominated by simulation-driven refinement. Although end-to-end layout generators accelerate initial placement an…
cs.AI2025
HeaRT: A Hierarchical Circuit Reasoning Tree-Based Agentic Framework for AMS Design Optimization
Souradip Poddar, Chia-Tung Ho, Ziming Wei +3
Conventional AI-driven AMS design automation algorithms remain constrained by their reliance on high-quality datasets to capture underlying circuit behavior, coupled with poor tran…
cs.LG2025
TopoSizing: An LLM-aided Framework of Topology-based Understanding and Sizing for AMS Circuits
Ziming Wei, Zichen Kong, Yuan Wang +2
Analog and mixed-signal circuit design remains challenging due to the shortage of high-quality data and the difficulty of embedding domain knowledge into automated flows. Tradition…