{"id":"https://openalex.org/W4414359486","doi":"https://doi.org/10.24963/ijcai.2025/1042","title":"DeCo: Defect-Aware Modeling with Contrasting Matching for Optimizing Task Assignment in Online IC Testing","display_name":"DeCo: Defect-Aware Modeling with Contrasting Matching for Optimizing Task Assignment in Online IC Testing","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4414359486","doi":"https://doi.org/10.24963/ijcai.2025/1042"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2025/1042","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/1042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","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/A5056560635","display_name":"Lo Pang-Yun Ting","orcid":"https://orcid.org/0009-0001-8141-9633"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Lo Pang-Yun Ting","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yu-Hao Chiang","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Hao Chiang","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yi-Tung Tsai","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Tung Tsai","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112366884","display_name":"H.Y. Lai","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsu-Chao Lai","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034198742","display_name":"Kun-Ta Chuang","orcid":"https://orcid.org/0000-0002-3914-8550"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kun-Ta Chuang","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I91807558"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"9375","last_page":"9383"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9970999956130981,"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":0.9970999956130981,"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/T11338","display_name":"Advancements in Photolithography Techniques","score":0.9934999942779541,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.9696000218391418,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7369999885559082},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.6603999733924866},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6225000023841858},{"id":"https://openalex.org/keywords/integrated-circuit","display_name":"Integrated circuit","score":0.4372999966144562},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.34360000491142273},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.3434000015258789}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7369999885559082},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6603999733924866},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6225000023841858},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5738999843597412},{"id":"https://openalex.org/C530198007","wikidata":"https://www.wikidata.org/wiki/Q80831","display_name":"Integrated circuit","level":2,"score":0.4372999966144562},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3682999908924103},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3598000109195709},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3531999886035919},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.34360000491142273},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.3434000015258789},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3287000060081482},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3206000030040741},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.31220000982284546},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.30799999833106995},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.2867000102996826},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.2793999910354614},{"id":"https://openalex.org/C2779229675","wikidata":"https://www.wikidata.org/wiki/Q445235","display_name":"Time to market","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2619999945163727},{"id":"https://openalex.org/C2992893776","wikidata":"https://www.wikidata.org/wiki/Q955421","display_name":"Capital equipment","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C74524168","wikidata":"https://www.wikidata.org/wiki/Q1074539","display_name":"Integrated circuit design","level":2,"score":0.25519999861717224}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2025/1042","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/1042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","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":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,13,32,51,59,130,169,217],"semiconductor":[2],"industry,":[3],"integrated":[4],"circuit":[5],"(IC)":[6],"processes":[7],"play":[8],"a":[9,93,134,162],"vital":[10],"role,":[11],"as":[12,212],"rising":[14],"complexity":[15],"and":[16,26,37,58,120,125,149,156,222],"market":[17],"expectations":[18],"necessitate":[19],"improvements":[20],"in":[21,68,88,174],"yield.":[22],"Identifying":[23],"IC":[24,28,70,89,98,219],"defects":[25],"assigning":[27],"testing":[29,99,139],"tasks":[30,140,199],"to":[31,104,200],"right":[33],"engineers":[34,119,143],"improves":[35],"efficiency":[36],"reduces":[38],"losses.":[39],"While":[40],"current":[41,150],"studies":[42,193],"emphasize":[43],"fault":[44],"localization":[45],"or":[46,187],"defect":[47,54,106,111,189],"classification,":[48],"they":[49],"overlook":[50],"integration":[52],"of":[53],"characteristics,":[55],"historical":[56],"failures,":[57],"insights":[60],"from":[61,97],"engineer":[62],"expertise,":[63],"which":[64],"restrains":[65],"their":[66,146,206],"effectiveness":[67],"improving":[69],"handling.":[71,224],"To":[72],"leverage":[73],"AI":[74],"for":[75,84,118,205,216],"these":[76],"challenges,":[77],"we":[78],"propose":[79],"DeCo,":[80],"an":[81,154,213],"innovative":[82],"approach":[83],"optimizing":[85],"task":[86,223],"assignment":[87,136],"testing.":[90],"DeCo":[91,167,196],"constructs":[92],"novel":[94],"defect-aware":[95,116,131],"graph":[96],"reports,":[100],"capturing":[101],"co-failure":[102],"relationships":[103],"enhance":[105],"differentiation,":[107],"even":[108,204],"with":[109,141],"scarce":[110,186],"data.":[112,190],"Additionally,":[113],"it":[114],"formulates":[115],"representations":[117],"tasks,":[121],"reinforced":[122],"by":[123,144],"local":[124],"global":[126],"structure":[127],"modeling":[128],"on":[129,161,184],"graph.":[132],"Finally,":[133],"contrasting-based":[135],"mechanism":[137],"pairs":[138],"QA":[142],"considering":[145],"skill":[147],"level":[148],"workload,":[151],"thus":[152],"promoting":[153],"equitable":[155],"efficient":[157],"job":[158],"dispatch.":[159],"Experiments":[160],"real-world":[163,218],"dataset":[164],"demonstrate":[165],"that":[166,195],"achieves":[168],"highest":[170],"task-handling":[171],"success":[172],"rates":[173],"different":[175],"scenarios,":[176],"exceeding":[177],"80%,":[178],"while":[179],"also":[180],"maintaining":[181],"balanced":[182],"workloads":[183],"both":[185],"expanded":[188],"Moreover,":[191],"case":[192],"reveal":[194],"can":[197],"assign":[198],"potentially":[201],"capable":[202],"engineers,":[203],"unfamiliar":[207],"defects,":[208],"highlighting":[209],"its":[210],"potential":[211],"AI-driven":[214],"solution":[215],"failure":[220],"analysis":[221]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
