{"id":"https://openalex.org/W3106848524","doi":"https://doi.org/10.1145/3380446.3430684","title":"SoC Design Automation with ML - It's Time for Research","display_name":"SoC Design Automation with ML - It's Time for Research","publication_year":2020,"publication_date":"2020-11-16","ids":{"openalex":"https://openalex.org/W3106848524","doi":"https://doi.org/10.1145/3380446.3430684","mag":"3106848524"},"language":"en","primary_location":{"id":"doi:10.1145/3380446.3430684","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3380446.3430684","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 ACM/IEEE Workshop on Machine Learning for CAD","raw_type":"proceedings-article"},"type":"article","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/A5102710324","display_name":"Vijay Deep Bhatt","orcid":"https://orcid.org/0000-0002-2614-6521"},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Vijay Deep Bhatt","raw_affiliation_strings":["Infineon Technologies, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046956677","display_name":"Wolfgang Ecker","orcid":"https://orcid.org/0000-0002-9362-8096"},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Ecker","raw_affiliation_strings":["Infineon Technologies, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040173035","display_name":"Volkan Esen","orcid":null},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Volkan Esen","raw_affiliation_strings":["Infineon Technologies, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101509172","display_name":"Han Zhao","orcid":"https://orcid.org/0009-0008-5847-3886"},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Zhao Han","raw_affiliation_strings":["Infineon Technologies, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076455352","display_name":"Daniela S\u00e1nchez Lopera","orcid":"https://orcid.org/0000-0001-8750-7696"},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniela Sanchez Lopera","raw_affiliation_strings":["Infineon Technologies, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045272849","display_name":"Rituj Patel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rituj Patel","raw_affiliation_strings":["Infineon Technologies, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015292011","display_name":"Lorenzo Servadei","orcid":null},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lorenzo Servadei","raw_affiliation_strings":["Infineon Technologies, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078010312","display_name":"Sahil Singla","orcid":"https://orcid.org/0000-0002-8800-6479"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sahil Singla","raw_affiliation_strings":["Infineon Technologies, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078501848","display_name":"Sven Wenzek","orcid":null},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sven Wenzek","raw_affiliation_strings":["Infineon Technologies, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Duisburg, Germany","institution_ids":["https://openalex.org/I137594350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030827263","display_name":"Vijaydeep Yadav","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vijaydeep Yadav","raw_affiliation_strings":["Infineon Technologies, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Bangalore, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074942535","display_name":"Elena Zennaro","orcid":null},"institutions":[{"id":"https://openalex.org/I137594350","display_name":"Infineon Technologies (Germany)","ror":"https://ror.org/005kw6t15","country_code":"DE","type":"company","lineage":["https://openalex.org/I137594350"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elena Zennaro","raw_affiliation_strings":["Infineon Technologies, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Infineon Technologies, Munich, Germany","institution_ids":["https://openalex.org/I137594350"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5102710324"],"corresponding_institution_ids":["https://openalex.org/I137594350"],"apc_list":null,"apc_paid":null,"fwci":0.231,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50667828,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"35","last_page":"36"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9979000091552734,"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"}},"topics":[{"id":"https://openalex.org/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9979000091552734,"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/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9976000189781189,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9965999722480774,"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/electronic-design-automation","display_name":"Electronic design automation","score":0.8079040050506592},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6762063503265381},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6608312129974365},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4422365725040436},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.38912433385849},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38043835759162903},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2354762852191925},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.15792638063430786}],"concepts":[{"id":"https://openalex.org/C64260653","wikidata":"https://www.wikidata.org/wiki/Q1194864","display_name":"Electronic design automation","level":2,"score":0.8079040050506592},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6762063503265381},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6608312129974365},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4422365725040436},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.38912433385849},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38043835759162903},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2354762852191925},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.15792638063430786},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3380446.3430684","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3380446.3430684","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 ACM/IEEE Workshop on Machine Learning for CAD","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W3003117720","https://openalex.org/W3018195242","https://openalex.org/W3092233524","https://openalex.org/W3128330332"],"related_works":["https://openalex.org/W2519676117","https://openalex.org/W2218202131","https://openalex.org/W84108837","https://openalex.org/W2155740880","https://openalex.org/W2131713426","https://openalex.org/W4253249845","https://openalex.org/W2125452230","https://openalex.org/W2148444631","https://openalex.org/W1988425686","https://openalex.org/W3214257365"],"abstract_inverted_index":{"The":[0],"AI-hype":[1],"started":[2],"a":[3],"few":[4,36],"years":[5],"ago,":[6],"with":[7],"advances":[8],"in":[9,22,53,64,76],"object":[10],"recognition.":[11],"Soon":[12],"the":[13],"EDA":[14,23],"research":[15,63],"community":[16],"made":[17,40],"proposals":[18],"on":[19],"applying":[20],"AI":[21,52,62,74],"and":[24,59],"all":[25],"major":[26],"players":[27],"announced":[28],"new":[29,37],"AI-based":[30,38],"tools":[31],"at":[32],"DAC":[33],"2018.":[34],"Unfortunately,":[35],"EDA-tools":[39],"it":[41],"to":[42,72],"productive":[43],"use":[44,57],"today.":[45],"This":[46],"talk":[47],"analyses":[48],"general":[49],"challenges":[50],"of":[51],"EDA,":[54],"outlines":[55],"promising":[56],"cases,":[58],"motivates":[60],"more":[61],"EDA:":[65],"More":[66],"HI":[67],"(=Human":[68],"Intelligence)":[69],"is":[70],"needed":[71],"make":[73],"successful":[75],"EDA.":[77]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
