{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T18:39:53Z","timestamp":1767811193471,"version":"3.49.0"},"publisher-location":"New York, NY, USA","reference-count":18,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,1,16]],"date-time":"2023-01-16T00:00:00Z","timestamp":1673827200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,1,16]]},"DOI":"10.1145\/3566097.3567881","type":"proceedings-article","created":{"date-parts":[[2023,1,31]],"date-time":"2023-01-31T18:40:49Z","timestamp":1675190449000},"page":"58-63","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":5,"title":["Fully Automated Machine Learning Model Development for Analog Placement Quality Prediction"],"prefix":"10.1145","author":[{"given":"Chen-Chia","family":"Chang","sequence":"first","affiliation":[{"name":"Duke University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jingyu","family":"Pan","sequence":"additional","affiliation":[{"name":"Duke University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhiyao","family":"Xie","sequence":"additional","affiliation":[{"name":"Hong Kong University of Science and Technology"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yaguang","family":"Li","sequence":"additional","affiliation":[{"name":"Texas A&M University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yishuang","family":"Lin","sequence":"additional","affiliation":[{"name":"Texas A&M University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiang","family":"Hu","sequence":"additional","affiliation":[{"name":"Texas A&M University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yiran","family":"Chen","sequence":"additional","affiliation":[{"name":"Duke University"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,1,31]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Proxylessnas: Direct neural architecture search on target task and hardware. arXiv preprint arXiv:1812.00332","author":"Han Cai","year":"2018","unstructured":"Han Cai et al. 2018. Proxylessnas: Direct neural architecture search on target task and hardware. arXiv preprint arXiv:1812.00332 (2018)."},{"key":"e_1_3_2_1_2_1","volume-title":"Automatic Routability Predictor Development Using Neural Architecture Search. In 2021 IEEE\/ACM International Conference On Computer Aided Design (ICCAD).","author":"Chen-Chia","unstructured":"Chen-Chia Chang et al. 2021. Automatic Routability Predictor Development Using Neural Architecture Search. In 2021 IEEE\/ACM International Conference On Computer Aided Design (ICCAD)."},{"key":"e_1_3_2_1_3_1","unstructured":"Liang-Chieh Chen et al. 2017. Rethinking atrous convolution for semantic image segmentation. arXiv preprint arXiv:1706.05587 (2017)."},{"key":"e_1_3_2_1_4_1","unstructured":"Hsin-Pai Cheng et al. 2019. SwiftNet: Using Graph Propagation as Meta-knowledge to Search Highly Representative Neural Architectures. arXiv preprint arXiv:1906.08305 (2019)."},{"key":"e_1_3_2_1_5_1","volume-title":"Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980","author":"Kingma Diederik P","year":"2014","unstructured":"Diederik P Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014)."},{"key":"e_1_3_2_1_6_1","volume-title":"Proceedings of the 56th Annual Design Automation Conference","author":"Kishor","year":"2019","unstructured":"Kishor Kunal et al. 2019. ALIGN: Open-source analog layout automation from the ground up. In Proceedings of the 56th Annual Design Automation Conference 2019. 1--4."},{"key":"e_1_3_2_1_7_1","first-page":"7","article-title":"1995. A performance-driven placement tool for analog integrated circuits","volume":"30","author":"Koen Lampaert","year":"1995","unstructured":"Koen Lampaert et al. 1995. A performance-driven placement tool for analog integrated circuits. IEEE Journal of solid-state circuits 30, 7 (1995), 773--780.","journal-title":"IEEE Journal of solid-state circuits"},{"key":"e_1_3_2_1_8_1","volume-title":"2020 IEEE\/ACM International Conference On Computer Aided Design (ICCAD). IEEE, 1--9.","author":"Yaguang","unstructured":"Yaguang Li et al. 2020. A customized graph neural network model for guiding analog IC placement. In 2020 IEEE\/ACM International Conference On Computer Aided Design (ICCAD). IEEE, 1--9."},{"key":"e_1_3_2_1_9_1","volume-title":"2016 21st Asia and South Pacific Design Automation Conference (ASP-DAC). IEEE, 617--622","author":"Po-Hung Mark","unstructured":"Mark Po-Hung Lin et al. 2016. Recent research development and new challenges in analog layout synthesis. In 2016 21st Asia and South Pacific Design Automation Conference (ASP-DAC). IEEE, 617--622."},{"key":"e_1_3_2_1_10_1","first-page":"6","article-title":"2009. Analog placement based on symmetry-island formulation","volume":"28","author":"Lin Po-Hung","year":"2009","unstructured":"Po-Hung Lin et al. 2009. Analog placement based on symmetry-island formulation. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 28, 6 (2009), 791--804.","journal-title":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"},{"key":"e_1_3_2_1_11_1","volume-title":"Automation & Test in Europe Conference & Exhibition (DATE). IEEE, 496--501","author":"Mingjie","unstructured":"Mingjie Liu et al. 2020. Towards decrypting the art of analog layout: Placement quality prediction via transfer learning. In 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE). IEEE, 496--501."},{"key":"e_1_3_2_1_12_1","first-page":"1","article-title":"2010. Simultaneous handling of symmetry, common centroid, and general placement constraints","volume":"30","author":"Qiang Ma","year":"2010","unstructured":"Qiang Ma et al. 2010. Simultaneous handling of symmetry, common centroid, and general placement constraints. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 30, 1 (2010), 85--95.","journal-title":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"},{"key":"e_1_3_2_1_13_1","volume-title":"Mixconv: Mixed depthwise convolutional kernels. arXiv preprint arXiv:1907.09595","author":"Tan Mingxing","year":"2019","unstructured":"Mingxing Tan and Quoc V Le. 2019. Mixconv: Mixed depthwise convolutional kernels. arXiv preprint arXiv:1907.09595 (2019)."},{"key":"e_1_3_2_1_14_1","volume-title":"Proceedings of the International Conference on Computer-Aided Design. 613--619","author":"Po-Hsun","unstructured":"Po-Hsun Wu et al. 2012. Performance-driven analog placement considering monotonic current paths. In Proceedings of the International Conference on Computer-Aided Design. 613--619."},{"key":"e_1_3_2_1_15_1","volume-title":"2010 IEEE\/ACM International Conference on Computer-Aided Design (ICCAD). IEEE, 675--679","author":"Linfu","unstructured":"Linfu Xiao et al. 2010. Practical placement and routing techniques for analog circuit designs. In 2010 IEEE\/ACM International Conference on Computer-Aided Design (ICCAD). IEEE, 675--679."},{"key":"e_1_3_2_1_16_1","volume-title":"Proceedings of the 2019 International Symposium on Physical Design. 19--26","author":"Biying","unstructured":"Biying Xu et al. 2019. Device layer-aware analytical placement for analog circuits. In Proceedings of the 2019 International Symposium on Physical Design. 19--26."},{"key":"e_1_3_2_1_17_1","volume-title":"2019 IEEE\/ACM International Conference on Computer-Aided Design (ICCAD). IEEE, 1--8.","author":"Biying","unstructured":"Biying Xu et al. 2019. Magical: Toward fully automated analog ic layout leveraging human and machine intelligence. In 2019 IEEE\/ACM International Conference on Computer-Aided Design (ICCAD). IEEE, 1--8."},{"key":"e_1_3_2_1_18_1","volume-title":"2019 IEEE\/ACM International Conference on Computer-Aided Design (ICCAD). IEEE, 1--8.","author":"Keren","unstructured":"Keren Zhu et al. 2019. Geniusroute: A new analog routing paradigm using generative neural network guidance. In 2019 IEEE\/ACM International Conference on Computer-Aided Design (ICCAD). IEEE, 1--8."}],"event":{"name":"ASPDAC '23: 28th Asia and South Pacific Design Automation Conference","location":"Tokyo Japan","acronym":"ASPDAC '23","sponsor":["SIGDA ACM Special Interest Group on Design Automation","IEEE CEDA","IEICE","IEEE CAS","IPSJ"]},"container-title":["Proceedings of the 28th Asia and South Pacific Design Automation Conference"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3566097.3567881","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3566097.3567881","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T17:34:27Z","timestamp":1767807267000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3566097.3567881"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,1,16]]},"references-count":18,"alternative-id":["10.1145\/3566097.3567881","10.1145\/3566097"],"URL":"https:\/\/doi.org\/10.1145\/3566097.3567881","relation":{},"subject":[],"published":{"date-parts":[[2023,1,16]]},"assertion":[{"value":"2023-01-31","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}