{"id":"https://openalex.org/W4410683950","doi":"https://doi.org/10.1145/3736166","title":"AMSnet-KG: A Netlist Dataset for LLM-based AMS Circuit Auto-design Using Knowledge Graph RAG","display_name":"AMSnet-KG: A Netlist Dataset for LLM-based AMS Circuit Auto-design Using Knowledge Graph RAG","publication_year":2025,"publication_date":"2025-05-23","ids":{"openalex":"https://openalex.org/W4410683950","doi":"https://doi.org/10.1145/3736166"},"language":"en","primary_location":{"id":"doi:10.1145/3736166","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3736166","pdf_url":null,"source":{"id":"https://openalex.org/S105046310","display_name":"ACM Transactions on Design Automation of Electronic Systems","issn_l":"1084-4309","issn":["1084-4309","1557-7309"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Design Automation of Electronic Systems","raw_type":"journal-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/A5110722405","display_name":"Yichen Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yichen Shi","raw_affiliation_strings":["Shanghai Jiao Tong University, Eastern Institute of Technology","Eastern Institute of Technology,  Ningbo, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University, Eastern Institute of Technology","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Eastern Institute of Technology,  Ningbo, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005340074","display_name":"Zhuofu Tao","orcid":"https://orcid.org/0000-0003-0951-1811"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhuofu Tao","raw_affiliation_strings":["University of California","Electrical Engineering, University of California Los Angeles, Los Angeles, United States"],"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]},{"raw_affiliation_string":"Electrical Engineering, University of California Los Angeles, Los Angeles, United States","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109445046","display_name":"Y. Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121491","display_name":"BMT Group (United Kingdom)","ror":"https://ror.org/02npppw10","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210121491"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"YuHao Gao","raw_affiliation_strings":["BTD Inc","BTD Tech Inc.,  Ningbo China"],"affiliations":[{"raw_affiliation_string":"BTD Inc","institution_ids":["https://openalex.org/I4210121491"]},{"raw_affiliation_string":"BTD Tech Inc.,  Ningbo China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013420106","display_name":"Tianjia Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tianjia Zhou","raw_affiliation_strings":["University of California","University of California Los Angeles,  Los Angeles, United States"],"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]},{"raw_affiliation_string":"University of California Los Angeles,  Los Angeles, United States","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100841446","display_name":"Cheng Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cheng Chang","raw_affiliation_strings":["University of California","University of California Los Angeles,  Los Angeles, United States"],"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]},{"raw_affiliation_string":"University of California Los Angeles,  Los Angeles, United States","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115695283","display_name":"Yaxin Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yaxin Wang","raw_affiliation_strings":["University of California","Electronic and Information College, University of California Los Angeles, Los Angeles, United States"],"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]},{"raw_affiliation_string":"Electronic and Information College, University of California Los Angeles, Los Angeles, United States","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006008377","display_name":"Bingyu Chen","orcid":"https://orcid.org/0000-0001-5948-5485"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bingyu Chen","raw_affiliation_strings":["University of California","University of California Los Angeles,  Los Angeles, United States"],"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]},{"raw_affiliation_string":"University of California Los Angeles,  Los Angeles, United States","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009365432","display_name":"Genhao Zhang","orcid":"https://orcid.org/0009-0000-3863-981X"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Genhao Zhang","raw_affiliation_strings":["University of California","University of California Los Angeles,  Los Angeles, United States"],"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]},{"raw_affiliation_string":"University of California Los Angeles,  Los Angeles, United States","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055506066","display_name":"Alvin Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121491","display_name":"BMT Group (United Kingdom)","ror":"https://ror.org/02npppw10","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210121491"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alvin Liu","raw_affiliation_strings":["BTD Inc","BTD Tech Inc.,  Ningbo China"],"affiliations":[{"raw_affiliation_string":"BTD Inc","institution_ids":["https://openalex.org/I4210121491"]},{"raw_affiliation_string":"BTD Tech Inc.,  Ningbo China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100433433","display_name":"Zhiping Yu","orcid":"https://orcid.org/0000-0001-8701-8438"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiping Yu","raw_affiliation_strings":["Tsinghua University","Tsinghua University,  Beijing, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University,  Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101612957","display_name":"Ting-Jung Lin","orcid":"https://orcid.org/0000-0002-5208-482X"},"institutions":[{"id":"https://openalex.org/I127108677","display_name":"Eastern Institute of Technology","ror":"https://ror.org/00ct9cz38","country_code":"NZ","type":"education","lineage":["https://openalex.org/I127108677","https://openalex.org/I4387152882"]},{"id":"https://openalex.org/I13591777","display_name":"University of Nottingham Ningbo China","ror":"https://ror.org/03y4dt428","country_code":"CN","type":"education","lineage":["https://openalex.org/I13591777","https://openalex.org/I142263535"]}],"countries":["CN","NZ"],"is_corresponding":false,"raw_author_name":"Ting-Jung Lin","raw_affiliation_strings":["Ningbo Institute of Digital Twin, Eastern Institute of Technology","Eastern Institute of Technology,  Ningbo China","Chiplet CAD and Manufacturing Research Center of Zhejiang Province,  Ningbo China","Ningbo Institute of Digital Twin,  Ningbo China"],"affiliations":[{"raw_affiliation_string":"Ningbo Institute of Digital Twin, Eastern Institute of Technology","institution_ids":["https://openalex.org/I127108677"]},{"raw_affiliation_string":"Eastern Institute of Technology,  Ningbo China","institution_ids":[]},{"raw_affiliation_string":"Chiplet CAD and Manufacturing Research Center of Zhejiang Province,  Ningbo China","institution_ids":[]},{"raw_affiliation_string":"Ningbo Institute of Digital Twin,  Ningbo China","institution_ids":["https://openalex.org/I13591777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059721426","display_name":"Lei He","orcid":"https://orcid.org/0000-0002-9698-0319"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]},{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lei He","raw_affiliation_strings":["University of California","Electrical Engineering, University of California Los Angeles, Los Angeles, United States"],"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]},{"raw_affiliation_string":"Electrical Engineering, University of California Los Angeles, Los Angeles, United States","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5110722405"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":4.3874,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.94416759,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"30","issue":"6","first_page":"1","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11522","display_name":"VLSI and FPGA Design Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9997000098228455,"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/T10363","display_name":"Low-power high-performance VLSI design","score":0.9984999895095825,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/netlist","display_name":"Netlist","score":0.9601696729660034},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8809551000595093},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5236325263977051},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.48229482769966125},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3136133551597595},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3085443377494812},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.2030022144317627}],"concepts":[{"id":"https://openalex.org/C177650935","wikidata":"https://www.wikidata.org/wiki/Q1760303","display_name":"Netlist","level":2,"score":0.9601696729660034},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8809551000595093},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5236325263977051},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.48229482769966125},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3136133551597595},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3085443377494812},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2030022144317627}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3736166","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3736166","pdf_url":null,"source":{"id":"https://openalex.org/S105046310","display_name":"ACM Transactions on Design Automation of Electronic Systems","issn_l":"1084-4309","issn":["1084-4309","1557-7309"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Design Automation of Electronic Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1490633101","https://openalex.org/W1964239621","https://openalex.org/W1980849695","https://openalex.org/W2065183815","https://openalex.org/W2109443454","https://openalex.org/W2138758959","https://openalex.org/W2144133630","https://openalex.org/W2949676527","https://openalex.org/W2963037989","https://openalex.org/W3097021646","https://openalex.org/W3204161648","https://openalex.org/W3213645510","https://openalex.org/W4213423202","https://openalex.org/W4221143046","https://openalex.org/W4285047337","https://openalex.org/W4304944806","https://openalex.org/W4384785540","https://openalex.org/W4387130563","https://openalex.org/W4388040414","https://openalex.org/W4390946435","https://openalex.org/W4391306546","https://openalex.org/W4391402589","https://openalex.org/W4391681217","https://openalex.org/W4401568381","https://openalex.org/W4404132854","https://openalex.org/W4404864189"],"related_works":["https://openalex.org/W2170314243","https://openalex.org/W2119179026","https://openalex.org/W2794947590","https://openalex.org/W2114971758","https://openalex.org/W2109932036","https://openalex.org/W2093081283","https://openalex.org/W4313118781","https://openalex.org/W2354546390","https://openalex.org/W2127141320","https://openalex.org/W2159172546"],"abstract_inverted_index":{"High-performance":[0],"analog":[1],"and":[2,13,98,110,157,163,201],"mixed-signal":[3],"(AMS)":[4],"circuits":[5],"are":[6,155,176,192],"mainly":[7],"full-custom":[8],"designed,":[9],"which":[10,23,74],"is":[11,21,166,224],"time-consuming":[12],"labor-intensive.":[14],"A":[15],"significant":[16],"portion":[17],"of":[18,27,63,78,145,173,198],"the":[19,25,52,61,76,126,174,181,188,206],"effort":[20],"experience-driven,":[22],"makes":[24],"automation":[26,46],"AMS":[28,58,95,120],"circuit":[29,81,96,121,140,146,189],"design":[30,45,54,137,190,203,208],"a":[31,91,102,136,143,160],"formidable":[32],"challenge.":[33],"Large":[34],"language":[35],"models":[36],"(LLMs)":[37],"have":[38],"emerged":[39],"as":[40,71],"powerful":[41],"tools":[42],"for":[43,56,183],"electronic":[44],"(EDA)":[47],"applications,":[48],"fostering":[49],"advancements":[50],"in":[51,130,221],"automatic":[53,207],"process":[55],"large-scale":[57],"circuits.":[59],"However,":[60],"absence":[62],"high-quality":[64],"datasets":[65],"has":[66],"led":[67],"to":[68,180,204,212],"issues":[69],"such":[70],"model":[72],"hallucination,":[73],"undermines":[75],"robustness":[77],"automatically":[79,177],"generated":[80],"designs.":[82],"To":[83],"address":[84],"this":[85,87,222],"issue,":[86],"article":[88,223],"introduces":[89],"AMSnet-KG,":[90,115],"dataset":[92,219],"encompassing":[93],"various":[94],"schematics":[97],"netlists.":[99],"We":[100,194],"construct":[101],"knowledge":[103,128],"graph":[104],"with":[105,214],"annotations":[106],"on":[107,149],"detailed":[108],"functional":[109],"performance":[111],"characteristics.":[112],"Facilitated":[113],"by":[114],"we":[116],"propose":[117],"an":[118],"automated":[119],"generation":[122],"framework":[123],"that":[124],"utilizes":[125],"comprehensive":[127],"embedded":[129],"LLMs.":[131],"The":[132,218],"flow":[133,209],"first":[134],"formulate":[135],"strategy":[138],"(e.g.,":[139],"architecture":[141],"using":[142],"number":[144],"components)":[147],"based":[148],"required":[150],"specifications.":[151],"Next,":[152],"matched":[153],"subcircuits":[154],"retrieved":[156],"assembled":[158],"into":[159],"complete":[161],"topology,":[162],"transistor":[164],"sizing":[165],"obtained":[167],"through":[168],"Bayesian":[169],"optimization.":[170],"Simulation":[171],"results":[172],"netlist":[175],"fed":[178],"back":[179],"LLM":[182],"further":[184],"topology":[185],"refinement,":[186],"ensuring":[187],"specifications":[191,211],"met.":[193],"perform":[195],"case":[196],"studies":[197],"operational":[199],"amplifier":[200],"comparator":[202],"verify":[205],"from":[210],"netlists":[213],"minimal":[215],"human":[216],"effort.":[217],"used":[220],"available":[225],"at":[226],"https://ams-net.github.io/":[227],".":[228]},"counts_by_year":[{"year":2025,"cited_by_count":6}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
