{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T05:52:37Z","timestamp":1763704357289,"version":"3.45.0"},"reference-count":23,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T00:00:00Z","timestamp":1761436800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T00:00:00Z","timestamp":1761436800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100000028","name":"Semiconductor Research Corporation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000028","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,26]]},"DOI":"10.1109\/iccad66269.2025.11240770","type":"proceedings-article","created":{"date-parts":[[2025,11,20]],"date-time":"2025-11-20T18:39:34Z","timestamp":1763663974000},"page":"1-9","source":"Crossref","is-referenced-by-count":0,"title":["AI Analog Circuit Design Agents : On Knowledge Extraction and Transfer with Knowledge Graphs"],"prefix":"10.1109","author":[{"given":"Karthik Somayaji","family":"N.S","sequence":"first","affiliation":[{"name":"University of California,Dept. of Electrical and Computer Engineering,Santa Barbara"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peng","family":"Li","sequence":"additional","affiliation":[{"name":"University of California,Dept. of Electrical and Computer Engineering,Santa Barbara"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"doi-asserted-by":"publisher","key":"ref1","DOI":"10.1109\/TCAD.2022.3166637"},{"doi-asserted-by":"publisher","key":"ref2","DOI":"10.1017\/9781108348973"},{"key":"ref3","first-page":"121480","article-title":"Analog circuit sizing based on evolutionary algorithms and deep learning","volume-title":"Expert Systems with Applications","volume":"237","author":"Lberni","year":"2024"},{"key":"ref4","first-page":"3306","volume-title":"Batch Bayesian optimization via multi-objective acquisition ensemble for automated analog circuit design","volume":"80","author":"Lyu","year":"2018"},{"key":"ref5","first-page":"490","article-title":"Autockt: Deep reinforcement learning of analog circuit designs","volume-title":"2020 Design, Automation & Test in Europe Conference & Exhibition (DATE)","author":"Settaluri"},{"key":"ref6","first-page":"1","article-title":"Gcn-rl circuit designer: Transferable transistor sizing with graph neural networks and reinforcement learning","volume-title":"2020 57th ACM\/IEEE Design Automation Conference (DAC)","author":"Wang"},{"key":"ref7","first-page":"1231","article-title":"Prioritized reinforcement learning for analog circuit optimization with design knowledge","volume-title":"2021 58th ACM\/IEEE Design Automation Conference (DAC)","author":"Somayaji"},{"key":"ref8","first-page":"1","article-title":"Pareto optimization of analog circuits using reinforcement learning","volume-title":"ACM Transactions on Design Automation of Electronic Systems","volume":"29","author":"Ns","year":"2024"},{"doi-asserted-by":"publisher","key":"ref9","DOI":"10.1145\/3676536.3676816"},{"author":"Liu","doi-asserted-by":"crossref","article-title":"Ladac: Large language model-driven auto-designer for analog circuits","key":"ref10","DOI":"10.36227\/techrxiv.170473941.10097233\/v1"},{"key":"ref11","article-title":"Analogcoder: Analog circuit design via training-free code generation","volume-title":"ArXiv","author":"Lai","year":"2024"},{"key":"ref12","article-title":"Ledro: Llm-enhanced design space reduction and optimization for analog circuits","volume-title":"ArXiv","author":"Kochar","year":"2024"},{"key":"ref13","article-title":"causalgraph: A python package for modeling, persisting and visualizing causal graphs embedded in knowledge graphs","volume-title":"ArXiv","author":"Pieper","year":"2023"},{"key":"ref14","article-title":"Barack\u2019s wife hillary: Using knowledge graphs for fact-aware language modeling","volume-title":"ArXiv","author":"Robert","year":"2019"},{"key":"ref15","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-030-30796-7_12","article-title":"Extending the yago2 knowledge graph with precise geospatial knowledge","volume-title":"International Workshop on the Semantic Web","author":"Karalis"},{"key":"ref16","first-page":"494","article-title":"A survey on knowledge graphs: Representation, acquisition, and applications","volume-title":"IEEE Transactions on Neural Networks and Learning Systems","volume":"33","author":"Ji","year":"2020"},{"key":"ref17","first-page":"1","article-title":"Knowledge graphs","volume-title":"ACM Computing Surveys (CSUR)","volume":"54","author":"Hogan","year":"2020"},{"key":"ref18","first-page":"1877","article-title":"Language models are few-shot learners","volume":"33","author":"Brown","year":"2020","journal-title":"Advances in Neural Information Processing Systems"},{"year":"2025","author":"Guo","article-title":"Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning","key":"ref19"},{"year":"2024","article-title":"Gpt-4o system card","key":"ref20"},{"year":"2024","author":"AI","article-title":"Meta llama 3 70b instruct model card","key":"ref21"},{"year":"2025","author":"AI","article-title":"Mistral-small-24b-instruct-2501 model card","key":"ref22"},{"year":"2024","article-title":"Qwen2.5-32b-instruct model card","key":"ref23"}],"event":{"name":"2025 IEEE\/ACM International Conference On Computer Aided Design (ICCAD)","start":{"date-parts":[[2025,10,26]]},"location":"Munich, Germany","end":{"date-parts":[[2025,10,30]]}},"container-title":["2025 IEEE\/ACM International Conference On Computer Aided Design (ICCAD)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11240608\/11240621\/11240770.pdf?arnumber=11240770","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T05:44:07Z","timestamp":1763703847000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11240770\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,26]]},"references-count":23,"URL":"https:\/\/doi.org\/10.1109\/iccad66269.2025.11240770","relation":{},"subject":[],"published":{"date-parts":[[2025,10,26]]}}}