A Survey of Research in Large Language Models for Electronic Design Automation

J Pan, G Zhou, CC Chang, I Jacobson, J Hu… - arXiv preprint arXiv …, 2025 - arxiv.org
Within the rapidly evolving domain of Electronic Design Automation (EDA), Large Language
Models (LLMs) have emerged as transformative technologies, offering unprecedented …

Ampagent: An llm-based multi-agent system for multi-stage amplifier schematic design from literature for process and performance porting

C Liu, W Chen, A Peng, Y Du, L Du, J Yang - arXiv preprint arXiv …, 2024 - arxiv.org
Multi-stage amplifiers are widely applied in analog circuits. However, their large number of
components, complex transfer functions, and intricate pole-zero distributions necessitate …

SPICED+: Syntactical Bug Pattern Identification and Correction of Trojans in A/MS Circuits Using LLM-Enhanced Detection

J Chaudhuri, D Thapar, A Chaudhuri… - … Transactions on Very …, 2025 - ieeexplore.ieee.org
Analog and mixed-signal (A/MS) integrated circuits (ICs) are crucial in modern electronics,
playing key roles in signal processing, amplification, sensing, and power management …

LEDRO: LLM-Enhanced Design Space Reduction and Optimization for Analog Circuits

DV Kochar, H Wang, A Chandrakasan… - arXiv preprint arXiv …, 2024 - arxiv.org
Traditional approaches for designing analog circuits are time-consuming and require
significant human expertise. Existing automation efforts using methods like Bayesian …

Schemato--An LLM for Netlist-to-Schematic Conversion

R Matsuo, S Uhlich, A Venkitaraman, A Bonetti… - arXiv preprint arXiv …, 2024 - arxiv.org
Machine learning models are advancing circuit design, particularly in analog circuits. They
typically generate netlists that lack human interpretability. This is a problem as human …

Atelier: An Automated Analog Circuit Design Framework via Multiple Large Language Model-based Agents

J Shen, Z Chen, J Zhuang, J Huang, F Yang… - Authorea …, 2024 - techrxiv.org
This paper introduces Atelier, a large language model (LLM)-based framework for analog
circuit design to address the issues of data scarcity and the substantial domainspecific …