{"id":"https://openalex.org/W4408151735","doi":"https://doi.org/10.1145/3658617.3703143","title":"Use Cases and Deployment of ML in IC Physical Design","display_name":"Use Cases and Deployment of ML in IC Physical Design","publication_year":2025,"publication_date":"2025-01-20","ids":{"openalex":"https://openalex.org/W4408151735","doi":"https://doi.org/10.1145/3658617.3703143"},"language":"en","primary_location":{"id":"doi:10.1145/3658617.3703143","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3658617.3703143","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th Asia and South Pacific Design Automation Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036013758","display_name":"Amur Ghose","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amur Ghose","raw_affiliation_strings":["University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":"https://orcid.org/0009-0003-5278-0184","affiliations":[{"raw_affiliation_string":"University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073558386","display_name":"Andrew B. Kahng","orcid":"https://orcid.org/0000-0002-4490-5018"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew B. Kahng","raw_affiliation_strings":["University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-4490-5018","affiliations":[{"raw_affiliation_string":"University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004121199","display_name":"Sayak Kundu","orcid":"https://orcid.org/0000-0002-8077-1328"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sayak Kundu","raw_affiliation_strings":["University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-8077-1328","affiliations":[{"raw_affiliation_string":"University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664843","display_name":"Yiting Liu","orcid":"https://orcid.org/0000-0001-8078-6717"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yiting Liu","raw_affiliation_strings":["University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8078-6717","affiliations":[{"raw_affiliation_string":"University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063613522","display_name":"Bodhisatta Pramanik","orcid":"https://orcid.org/0009-0004-6014-1048"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bodhisatta Pramanik","raw_affiliation_strings":["University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":"https://orcid.org/0009-0004-6014-1048","affiliations":[{"raw_affiliation_string":"University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078035974","display_name":"Zhiang Wang","orcid":"https://orcid.org/0000-0002-6669-9702"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhiang Wang","raw_affiliation_strings":["University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-6669-9702","affiliations":[{"raw_affiliation_string":"University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022405267","display_name":"Dooseok Yoon","orcid":"https://orcid.org/0009-0008-9542-8814"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dooseok Yoon","raw_affiliation_strings":["University of California, San Diego, La Jolla, CA, USA"],"raw_orcid":"https://orcid.org/0009-0008-9542-8814","affiliations":[{"raw_affiliation_string":"University of California, San Diego, La Jolla, CA, USA","institution_ids":["https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I36258959"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"669","last_page":"675"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11522","display_name":"VLSI and FPGA Design Techniques","score":0.9409000277519226,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11522","display_name":"VLSI and FPGA Design Techniques","score":0.9409000277519226,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9369999766349792,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9320999979972839,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7195068001747131},{"id":"https://openalex.org/keywords/physical-design","display_name":"Physical design","score":0.6228646636009216},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5071723461151123},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3851718306541443},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3356923460960388},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22834548354148865},{"id":"https://openalex.org/keywords/circuit-design","display_name":"Circuit design","score":0.17584162950515747},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.16289854049682617}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7195068001747131},{"id":"https://openalex.org/C188817802","wikidata":"https://www.wikidata.org/wiki/Q13426855","display_name":"Physical design","level":3,"score":0.6228646636009216},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5071723461151123},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3851718306541443},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3356923460960388},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22834548354148865},{"id":"https://openalex.org/C190560348","wikidata":"https://www.wikidata.org/wiki/Q3245116","display_name":"Circuit design","level":2,"score":0.17584162950515747},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.16289854049682617}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3658617.3703143","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3658617.3703143","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th Asia and South Pacific Design Automation Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1967071175","https://openalex.org/W2161125053","https://openalex.org/W2883265831","https://openalex.org/W2896457183","https://openalex.org/W2899885603","https://openalex.org/W2944196828","https://openalex.org/W3169517138","https://openalex.org/W3171752851","https://openalex.org/W3200354549","https://openalex.org/W3210573375","https://openalex.org/W4200141518","https://openalex.org/W4297822313","https://openalex.org/W4312121033","https://openalex.org/W4312121037","https://openalex.org/W4312872986","https://openalex.org/W4313340689","https://openalex.org/W4313341335","https://openalex.org/W4318685386","https://openalex.org/W4320013936","https://openalex.org/W4388838056","https://openalex.org/W4391303541","https://openalex.org/W4392680886","https://openalex.org/W4392682032","https://openalex.org/W4394782060","https://openalex.org/W4396721167","https://openalex.org/W4396834092","https://openalex.org/W4399120268","https://openalex.org/W4402172393","https://openalex.org/W4402194438","https://openalex.org/W4409282583","https://openalex.org/W4409282759","https://openalex.org/W4409285501","https://openalex.org/W6739901393","https://openalex.org/W6779823529","https://openalex.org/W6873786686","https://openalex.org/W6875351517"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088"],"abstract_inverted_index":{"ML":[0,39,67,79],"for":[1,60,66,76],"IC":[2,45,69],"physical":[3,70],"design":[4,46],"must":[5,18],"be":[6],"deployed":[7],"in":[8,16,68],"order":[9],"to":[10,90],"have":[11],"business":[12],"impacts.":[13],"However,":[14],"deployment":[15,65],"production":[17],"navigate":[19],"many":[20],"practical":[21],"considerations,":[22],"including":[23],"choice":[24],"of":[25,38,82,95,99],"targets,":[26],"skillsets":[27],"and":[28,31,34,48,63,78,85,97],"infrastructure,":[29],"expectations":[30],"resources,":[32],"data,":[33],"\"MLOps\".":[35],"Furthermore,":[36],"usage":[37],"is":[40],"not":[41],"the":[42,88,92],"same":[43],"as":[44],"practice":[47],"capability.":[49],"In":[50],"this":[51],"invited":[52],"paper,":[53],"we":[54],"give":[55],"perspectives":[56],"on":[57,87],"basic":[58],"strategies":[59],"selecting":[61],"applications":[62],"pursuing":[64],"design.":[71],"Example":[72],"aspects":[73],"include":[74],"checklists":[75],"data":[77],"models,":[80],"evaluation":[81],"model":[83],"performance":[84],"progress":[86],"path":[89],"deployment,":[91],"shifting":[93],"landscape":[94],"MLOps,":[96],"challenges":[98],"\"LLM-ability\".":[100]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
