{"id":"https://openalex.org/W4412106368","doi":"https://doi.org/10.1145/3712256.3726343","title":"Quality Diversity Genetic Programming for Learning Scheduling Heuristics","display_name":"Quality Diversity Genetic Programming for Learning Scheduling Heuristics","publication_year":2025,"publication_date":"2025-07-08","ids":{"openalex":"https://openalex.org/W4412106368","doi":"https://doi.org/10.1145/3712256.3726343"},"language":"en","primary_location":{"id":"doi:10.1145/3712256.3726343","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712256.3726343","pdf_url":null,"source":{"id":"https://openalex.org/S4363608932","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3712256.3726343","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064142788","display_name":"Meng Xu","orcid":"https://orcid.org/0000-0002-9930-0403"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I4210091207","display_name":"Singapore Institute of Manufacturing Technology","ror":"https://ror.org/00f44np30","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210091207","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Meng Xu","raw_affiliation_strings":["Singapore Institute of Manufacturing Technology (SIMTech), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-9930-0403","affiliations":[{"raw_affiliation_string":"Singapore Institute of Manufacturing Technology (SIMTech), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore","institution_ids":["https://openalex.org/I115228651","https://openalex.org/I4210091207"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089531887","display_name":"Frank Neumann","orcid":"https://orcid.org/0000-0002-2721-3618"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Frank Neumann","raw_affiliation_strings":["The University of Adelaide, Adelaide, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2721-3618","affiliations":[{"raw_affiliation_string":"The University of Adelaide, Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001757263","display_name":"Aneta Neumann","orcid":"https://orcid.org/0000-0002-0036-4782"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Aneta Neumann","raw_affiliation_strings":["The University of Adelaide, Adelaide, Australia"],"raw_orcid":"https://orcid.org/0000-0002-0036-4782","affiliations":[{"raw_affiliation_string":"The University of Adelaide, Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068243197","display_name":"Yew-Soon Ong","orcid":"https://orcid.org/0000-0002-4480-169X"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yew Soon Ong","raw_affiliation_strings":["Nanyang Technological University & Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-4480-169X","affiliations":[{"raw_affiliation_string":"Nanyang Technological University & Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore","institution_ids":["https://openalex.org/I115228651","https://openalex.org/I172675005","https://openalex.org/I3004594783"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1090","last_page":"1098"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987000226974487,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987000226974487,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9977999925613403,"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"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9975000023841858,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.7922791242599487},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7585455179214478},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.7273292541503906},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5588224530220032},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.47743138670921326},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4202615022659302},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3118512034416199},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.2761116623878479},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0757305920124054}],"concepts":[{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.7922791242599487},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7585455179214478},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.7273292541503906},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5588224530220032},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.47743138670921326},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4202615022659302},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3118512034416199},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2761116623878479},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0757305920124054},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3712256.3726343","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712256.3726343","pdf_url":null,"source":{"id":"https://openalex.org/S4363608932","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/201456","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/201456","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"Conference Paper"}],"best_oa_location":{"id":"doi:10.1145/3712256.3726343","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3712256.3726343","pdf_url":null,"source":{"id":"https://openalex.org/S4363608932","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1985871111","https://openalex.org/W2462548332","https://openalex.org/W2702283731","https://openalex.org/W2892385368","https://openalex.org/W2911918032","https://openalex.org/W2962687375","https://openalex.org/W3120707181","https://openalex.org/W3136165312","https://openalex.org/W4319049892","https://openalex.org/W4375928936","https://openalex.org/W4387721593","https://openalex.org/W4388878416","https://openalex.org/W4390946835","https://openalex.org/W4390962282","https://openalex.org/W4393183719","https://openalex.org/W4400412639","https://openalex.org/W4401514886","https://openalex.org/W4412106743"],"related_works":["https://openalex.org/W2280422768","https://openalex.org/W3143197806","https://openalex.org/W4252555497","https://openalex.org/W3121175838","https://openalex.org/W3016293053","https://openalex.org/W1690653314","https://openalex.org/W2275524962","https://openalex.org/W2401723157","https://openalex.org/W2065055572","https://openalex.org/W2784269775"],"abstract_inverted_index":{"Real-world":[0],"optimization":[1,9,66,93,195],"often":[2],"demands":[3],"diverse,":[4],"high-quality":[5],"solutions.":[6],"Quality-Diversity":[7],"(QD)":[8],"is":[10],"a":[11,21,102,112,131],"multifaceted":[12],"approach":[13],"in":[14,60,88],"evolutionary":[15],"algorithms":[16,32,74,191],"that":[17,25,115,179],"aims":[18],"to":[19,80,124,157,192],"generate":[20],"set":[22],"of":[23,63,72,84,141,167,189],"solutions":[24,42,87,168],"are":[26],"both":[27,150],"high-performing":[28],"and":[29,90,139,152,163,185],"diverse.":[30],"QD":[31,73,104,132,190],"have":[33],"been":[34],"successfully":[35],"applied":[36,79],"across":[37],"various":[38],"domains,":[39,94],"providing":[40],"robust":[41],"by":[43,120],"exploring":[44],"diverse":[45,142],"behavioral":[46],"niches.":[47],"However,":[48],"their":[49,125,128],"application":[50],"has":[51],"primarily":[52],"focused":[53],"on":[54,130,149],"static":[55],"problems,":[56],"with":[57],"limited":[58],"exploration":[59],"the":[61,69,117,137,160,165,182,187],"context":[62],"dynamic":[64,91,107,193],"combinatorial":[65,92,194],"problems.":[67,109],"Furthermore,":[68],"theoretical":[70],"understanding":[71],"remains":[75],"underdeveloped,":[76],"particularly":[77],"when":[78],"learning":[81,86,183],"heuristics":[82],"instead":[83],"directly":[85],"complex":[89],"which":[95],"introduces":[96,101],"additional":[97],"challenges.":[98,196],"This":[99,134],"paper":[100],"novel":[103],"framework":[105],"for":[106],"scheduling":[108,143],"We":[110,172],"propose":[111],"map-building":[113],"strategy":[114],"visualizes":[116],"solution":[118],"space":[119],"linking":[121],"heuristic":[122],"genotypes":[123],"behaviors,":[126],"enabling":[127],"representation":[129],"map.":[133],"map":[135,161],"facilitates":[136],"discovery":[138],"maintenance":[140],"heuristics.":[144],"Additionally,":[145],"we":[146],"conduct":[147],"experiments":[148],"fixed":[151],"dynamically":[153],"changing":[154],"training":[155],"instances":[156],"demonstrate":[158],"how":[159,164],"evolves":[162],"distribution":[166],"unfolds":[169],"over":[170],"time.":[171],"also":[173],"discuss":[174],"potential":[175],"future":[176],"research":[177],"directions":[178],"could":[180],"enhance":[181],"process":[184],"broaden":[186],"applicability":[188]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}