{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T05:54:40Z","timestamp":1781848480176,"version":"3.54.5"},"reference-count":23,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,5,24]],"date-time":"2026-05-24T00:00:00Z","timestamp":1779580800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,5,24]],"date-time":"2026-05-24T00:00:00Z","timestamp":1779580800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,5,24]]},"DOI":"10.1109\/iscas66217.2026.11562451","type":"proceedings-article","created":{"date-parts":[[2026,6,18]],"date-time":"2026-06-18T20:06:41Z","timestamp":1781813201000},"page":"803-807","source":"Crossref","is-referenced-by-count":0,"title":["Balancing Speed and Accuracy for Robust Analog-Mixed Signal Circuit Design using Closed-Loop Reinforcement Learning with Ensemble Neural Network Surrogates"],"prefix":"10.1109","author":[{"given":"Zuwei","family":"Guo","sequence":"first","affiliation":[{"name":"Arizona State University,Tempe,AZ,USA,85281"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jie","family":"Fu","sequence":"additional","affiliation":[{"name":"Arizona State University,Tempe,AZ,USA,85281"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sumukh","family":"Bhanushali","sequence":"additional","affiliation":[{"name":"Arizona State University,Tempe,AZ,USA,85281"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zehua","family":"Zeng","sequence":"additional","affiliation":[{"name":"University of Maryland,College Park,MD,USA,20742"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Imon","family":"Banerjee","sequence":"additional","affiliation":[{"name":"Mayo Clinic,Scottsdale,AZ,USA,85259"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Arindam","family":"Sanyal","sequence":"additional","affiliation":[{"name":"Arizona State University,Tempe,AZ,USA,85281"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Domain knowledge-based automated analog circuit design with deep reinforcement learning","author":"Cao","year":"2022"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.29292\/jics.v17i3.642"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2024.3435692"},{"key":"ref4","first-page":"7364","article-title":"Circuit-gnn: Graph neural networks for distributed circuit design","volume-title":"International conference on machine learning","author":"Zhang"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.23919\/DATE48585.2020.9116200"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/DAC18074.2021.9586139"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1155\/2014\/593684"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.mejo.2023.105983"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2021.3120547"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2024.3356582"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/DAC56929.2023.10247909"},{"key":"ref12","article-title":"Insight: Universal neural simulator for analog circuits harnessing autoregressive transformers","author":"Poddar","year":"2024"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.52202\/075280-0263"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/DAC18072.2020.9218757"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v39i1.32016"},{"key":"ref16","article-title":"Lamagic: Language-model-based topology generation for analog integrated circuits","author":"Chang","year":"2024"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3676536.3676816"},{"key":"ref18","article-title":"Llm-uso: Large language model-based universal sizing optimizer","author":"Li","year":"2025"},{"key":"ref19","article-title":"Continuous control with deep reinforcement learning","author":"Lillicrap","year":"2015"},{"key":"ref20","article-title":"Proximal policy optimization algorithms","author":"Schulman","year":"2017"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ISEDA65950.2025.11101698"},{"key":"ref22","article-title":"Llama 2: Open foundation and fine-tuned chat models","author":"Touvron","year":"2023"},{"issue":"2","key":"ref23","first-page":"3","article-title":"Lora: Low-rank adaptation of large language models","volume":"1","author":"Hu","year":"2022","journal-title":"ICLR"}],"event":{"name":"2026 IEEE International Symposium on Circuits and Systems (ISCAS)","location":"Shanghai, China","start":{"date-parts":[[2026,5,24]]},"end":{"date-parts":[[2026,5,28]]}},"container-title":["2026 IEEE International Symposium on Circuits and Systems (ISCAS)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11561899\/11561804\/11562451.pdf?arnumber=11562451","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T05:47:09Z","timestamp":1781848029000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11562451\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,24]]},"references-count":23,"URL":"https:\/\/doi.org\/10.1109\/iscas66217.2026.11562451","relation":{},"subject":[],"published":{"date-parts":[[2026,5,24]]}}}