From the 1 of 3 linked papers with an AI index.
3 papers
Towards Reliable AI-Assisted Analog Design: Template-Constrained LLM Agents for SAR ADC Generation
Dimple Vijay Kochar, Hae-Seung Lee, Anantha P. Chandrakasan
The paper introduces ATLAS, a multi-step LLM agent framework that uses template-constrained generation and expert knowledge to automatically design SAR ADC circuits that successful…
GRPO with State Mutations: Improving LLM-Based Hardware Test Plan Generation
Dimple Vijay Kochar, Nathaniel Pinckney, Guan-Ting Liu +4
RTL design often relies heavily on ad-hoc testbench creation early in the design cycle. While large language models (LLMs) show promise for RTL code generation, their ability to re…
LEDRO: LLM-Enhanced Design Space Reduction and Optimization for Analog Circuits
Dimple Vijay Kochar, Hanrui Wang, Anantha Chandrakasan +1
Traditional approaches for designing analog circuits are time-consuming and require significant human expertise. Existing automation efforts using methods like Bayesian Optimizatio…