{"id":"https://openalex.org/W4407693161","doi":"https://doi.org/10.1109/tcad.2025.3543436","title":"A Lightweight Heterogeneous Graph Embedding Framework for Hotspot Detection","display_name":"A Lightweight Heterogeneous Graph Embedding Framework for Hotspot Detection","publication_year":2025,"publication_date":"2025-02-18","ids":{"openalex":"https://openalex.org/W4407693161","doi":"https://doi.org/10.1109/tcad.2025.3543436"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2025.3543436","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2025.3543436","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and 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":null,"display_name":"Haopeng Yan","orcid":"https://orcid.org/0009-0001-5192-7776"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haopeng Yan","raw_affiliation_strings":["School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0001-5192-7776","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100346965","display_name":"Ying Wang","orcid":"https://orcid.org/0000-0001-5172-4736"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Wang","raw_affiliation_strings":["School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100362412","display_name":"Peng Gao","orcid":"https://orcid.org/0000-0002-9954-1856"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Gao","raw_affiliation_strings":["School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9954-1856","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100420016","display_name":"F. Richard Yu","orcid":"https://orcid.org/0000-0003-1006-7594"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Yu","raw_affiliation_strings":["School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071995111","display_name":"Yuzhe Ma","orcid":"https://orcid.org/0000-0002-3612-4182"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuzhe Ma","raw_affiliation_strings":["Microelectronics Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3612-4182","affiliations":[{"raw_affiliation_string":"Microelectronics Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007822830","display_name":"Xiaoming Xiong","orcid":"https://orcid.org/0000-0002-2421-7621"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoming Xiong","raw_affiliation_strings":["School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-2421-7621","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050076555","display_name":"Shuting Cai","orcid":"https://orcid.org/0000-0002-2842-6439"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuting Cai","raw_affiliation_strings":["School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-2842-6439","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.0351,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.96182211,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"44","issue":"9","first_page":"3479","last_page":"3489"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.975600004196167,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9749000072479248,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hotspot","display_name":"Hotspot (geology)","score":0.6364036202430725},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5460654497146606},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.4824022054672241},{"id":"https://openalex.org/keywords/graph-embedding","display_name":"Graph embedding","score":0.42740070819854736},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.419297993183136},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.258381724357605},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20061928033828735},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.17679870128631592},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.05913165211677551}],"concepts":[{"id":"https://openalex.org/C146481406","wikidata":"https://www.wikidata.org/wiki/Q105131","display_name":"Hotspot (geology)","level":2,"score":0.6364036202430725},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5460654497146606},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.4824022054672241},{"id":"https://openalex.org/C75564084","wikidata":"https://www.wikidata.org/wiki/Q5597085","display_name":"Graph embedding","level":3,"score":0.42740070819854736},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.419297993183136},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.258381724357605},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20061928033828735},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.17679870128631592},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.05913165211677551}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcad.2025.3543436","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2025.3543436","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-161430","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-161430","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G1360373985","display_name":null,"funder_award_id":"U23A20361","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G140996616","display_name":null,"funder_award_id":"2022B0701180001","funder_id":"https://openalex.org/F4320336405","funder_display_name":"Special Project for Research and Development in Key areas of Guangdong Province"},{"id":"https://openalex.org/G2099552276","display_name":null,"funder_award_id":"2022B0701180001","funder_id":"https://openalex.org/F4320336742","funder_display_name":"Key Research and Development Program of Liaoning Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336405","display_name":"Special Project for Research and Development in Key areas of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320336742","display_name":"Key Research and Development Program of Liaoning Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1981627777","https://openalex.org/W2153770483","https://openalex.org/W2750396644","https://openalex.org/W2776520902","https://openalex.org/W2804151869","https://openalex.org/W2807841289","https://openalex.org/W2887033034","https://openalex.org/W2909831073","https://openalex.org/W2923018418","https://openalex.org/W2941951293","https://openalex.org/W2954996726","https://openalex.org/W2998417722","https://openalex.org/W3014404070","https://openalex.org/W3048563620","https://openalex.org/W3199630607","https://openalex.org/W4200227931","https://openalex.org/W4213282001","https://openalex.org/W4255846421","https://openalex.org/W4280510627","https://openalex.org/W4379115969","https://openalex.org/W4404134168","https://openalex.org/W6664893608","https://openalex.org/W6667407495","https://openalex.org/W6754929296","https://openalex.org/W6757374366","https://openalex.org/W6763028924","https://openalex.org/W6766978945","https://openalex.org/W6781932242"],"related_works":["https://openalex.org/W3206528106","https://openalex.org/W3036264823","https://openalex.org/W2912814903","https://openalex.org/W2123605750","https://openalex.org/W2088740331","https://openalex.org/W3038102983","https://openalex.org/W2950907416","https://openalex.org/W1559483280","https://openalex.org/W2082479932","https://openalex.org/W2932872266"],"abstract_inverted_index":{"Hotspot":[0],"detection":[1,33,73],"is":[2,132,140],"a":[3,71,96,121,160],"crucial":[4],"step":[5],"in":[6,20,153],"ensuring":[7],"the":[8,21,32,77,85,89,128],"manufacturability":[9],"of":[10,34,87,100,130],"integrated":[11],"circuits,":[12],"as":[13,95],"it":[14],"seeks":[15],"to":[16,30,50],"identify":[17],"potential":[18],"defects":[19],"layout.":[22],"Pattern":[23],"matching":[24],"methods":[25,47],"have":[26],"been":[27],"widely":[28],"used":[29],"accelerate":[31],"these":[35,101],"defects.":[36],"However,":[37],"they":[38,55],"often":[39,56],"struggle":[40],"with":[41,142,159],"complicated":[42],"deviations.":[43],"Image-based":[44],"machine":[45],"learning":[46],"were":[48],"introduced":[49],"confront":[51],"this":[52,67],"challenge,":[53],"but":[54],"involved":[57],"distorted":[58],"information":[59],"extraction":[60],"and":[61,115,147,155],"incurred":[62],"significant":[63],"runtime":[64],"overhead.":[65],"In":[66],"article,":[68],"we":[69],"introduce":[70],"novel":[72],"framework":[74],"based":[75,126],"on":[76,127],"modified":[78],"transitive":[79],"closure":[80],"graph":[81,111],"(MTCG).":[82],"By":[83],"applying":[84],"concept":[86],"MTCG,":[88],"layout":[90],"can":[91],"be":[92],"accurately":[93],"modeled":[94],"heterograph.":[97],"The":[98,137],"embeddings":[99],"heterographs":[102],"are":[103],"extracted":[104],"using":[105],"an":[106],"optimized":[107],"lightweight":[108],"3-hop":[109],"message-passing":[110],"neural":[112],"network":[113],"(GNN)":[114],"subsequently":[116],"utilized":[117],"for":[118,134],"classification.":[119],"Furthermore,":[120],"dynamic":[122],"edge":[123],"transformation":[124],"method":[125,139],"properties":[129],"MTCG":[131],"proposed":[133,138],"data":[135],"augmentation.":[136],"evaluated":[141],"datasets":[143],"from":[144],"ICCAD":[145,148],"2012":[146],"2019,":[149],"demonstrating":[150],"outstanding":[151],"performance":[152],"recall":[154],"false":[156],"alarm,":[157],"along":[158],"significantly":[161],"decreased":[162],"inference":[163],"time.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
