{"id":"https://openalex.org/W4387389794","doi":"https://doi.org/10.48550/arxiv.2310.02442","title":"GenCO: Generating Diverse Designs with Combinatorial Constraints","display_name":"GenCO: Generating Diverse Designs with Combinatorial Constraints","publication_year":2023,"publication_date":"2023-10-03","ids":{"openalex":"https://openalex.org/W4387389794","doi":"https://doi.org/10.48550/arxiv.2310.02442"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2310.02442","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2310.02442","pdf_url":"https://arxiv.org/pdf/2310.02442","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2310.02442","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027286402","display_name":"Aaron Ferber","orcid":"https://orcid.org/0000-0002-7422-0044"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ferber, Aaron","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009367143","display_name":"Arman Zharmagambetov","orcid":"https://orcid.org/0000-0002-2182-8291"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zharmagambetov, Arman","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038764772","display_name":"Taoan Huang","orcid":"https://orcid.org/0000-0002-8733-2379"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Taoan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087538704","display_name":"Bistra Dilkina","orcid":"https://orcid.org/0000-0002-6784-473X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dilkina, Bistra","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5084821923","display_name":"Yuandong Tian","orcid":"https://orcid.org/0000-0003-4202-4847"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tian, Yuandong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11574","display_name":"Artificial Intelligence in Games","score":0.9625999927520752,"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/T11574","display_name":"Artificial Intelligence in Games","score":0.9625999927520752,"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/T10672","display_name":"Design Education and Practice","score":0.947700023651123,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12290","display_name":"Human Motion and Animation","score":0.9136999845504761,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/computer-science","display_name":"Computer science","score":0.7097023725509644},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6066440939903259},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.576569676399231},{"id":"https://openalex.org/keywords/combinatorial-explosion","display_name":"Combinatorial explosion","score":0.5403914451599121},{"id":"https://openalex.org/keywords/generative-design","display_name":"Generative Design","score":0.5347655415534973},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.5115693211555481},{"id":"https://openalex.org/keywords/combinatorial-optimization","display_name":"Combinatorial optimization","score":0.4967349171638489},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.47037142515182495},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.46021759510040283},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.458468496799469},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.41942548751831055},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40388116240501404},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4020383059978485},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3545207977294922},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3516295552253723},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.21279174089431763},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15003114938735962},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1115218997001648},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09627354145050049}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7097023725509644},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6066440939903259},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.576569676399231},{"id":"https://openalex.org/C115908005","wikidata":"https://www.wikidata.org/wiki/Q2668364","display_name":"Combinatorial explosion","level":2,"score":0.5403914451599121},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.5347655415534973},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.5115693211555481},{"id":"https://openalex.org/C52692508","wikidata":"https://www.wikidata.org/wiki/Q1333872","display_name":"Combinatorial optimization","level":2,"score":0.4967349171638489},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.47037142515182495},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.46021759510040283},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.458468496799469},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.41942548751831055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40388116240501404},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4020383059978485},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3545207977294922},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3516295552253723},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21279174089431763},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15003114938735962},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1115218997001648},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09627354145050049},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"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/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2310.02442","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2310.02442","pdf_url":"https://arxiv.org/pdf/2310.02442","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2310.02442","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2310.02442","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2310.02442","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2310.02442","pdf_url":"https://arxiv.org/pdf/2310.02442","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4300000071525574,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G5986150752","display_name":"AI Institute for Advances in Optimization","funder_award_id":"2112533","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320308668","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387389794.pdf","grobid_xml":"https://content.openalex.org/works/W4387389794.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4301024388","https://openalex.org/W775311126","https://openalex.org/W1517876498","https://openalex.org/W4300030714","https://openalex.org/W2489288131","https://openalex.org/W4365211920","https://openalex.org/W4317695495","https://openalex.org/W4380551139","https://openalex.org/W4388137171","https://openalex.org/W1967909251"],"abstract_inverted_index":{"Deep":[0],"generative":[1,57,76,91,138,151],"models":[2],"like":[3,15],"GAN":[4],"and":[5,29,130,163],"VAE":[6],"have":[7],"shown":[8],"impressive":[9],"results":[10],"in":[11,22,43],"generating":[12],"unconstrained":[13],"objects":[14,35,99],"images.":[16],"However,":[17],"many":[18],"design":[19],"settings":[20],"arising":[21],"industrial":[23],"design,":[24,166],"material":[25],"science,":[26],"computer":[27],"graphics":[28],"more":[30],"require":[31],"that":[32,59,88,176],"the":[33,75,89,97,101,119,142],"generated":[34,98,120],"satisfy":[36],"hard":[37,116],"combinatorial":[38,68,133,152,181],"constraints":[39,117],"or":[40],"meet":[41],"objectives":[42],"addition":[44],"to":[45,70,106,114,136,171,179],"modeling":[46],"a":[47,56,148],"data":[48,102],"distribution.":[49],"To":[50],"address":[51],"this,":[52],"we":[53],"propose":[54],"GenCO,":[55],"framework":[58],"guarantees":[60],"constraint":[61],"satisfaction":[62],"throughout":[63],"training":[64],"by":[65],"leveraging":[66],"differentiable":[67],"solvers":[69],"enforce":[71,115],"feasibility.":[72,109],"GenCO":[73],"imposes":[74],"loss":[77,134],"on":[78,95,118,147],"provably":[79],"feasible":[80],"solutions":[81,175],"rather":[82],"than":[83],"intermediate":[84],"soft":[85],"solutions,":[86],"meaning":[87],"deep":[90,137],"network":[92],"can":[93],"focus":[94],"ensuring":[96],"match":[100],"distribution":[103],"without":[104],"having":[105],"also":[107],"capture":[108],"This":[110],"shift":[111],"enables":[112],"practitioners":[113],"outputs":[121],"during":[122],"end-to-end":[123],"training,":[124],"enabling":[125],"assessments":[126],"of":[127,144,150],"their":[128],"feasibility":[129],"introducing":[131],"additional":[132],"components":[135],"training.":[139],"We":[140],"demonstrate":[141],"effectiveness":[143],"our":[145],"approach":[146],"variety":[149],"tasks,":[153],"including":[154],"game":[155],"level":[156],"generation,":[157],"map":[158],"creation":[159],"for":[160],"path":[161],"planning,":[162],"photonic":[164],"device":[165],"consistently":[167],"demonstrating":[168],"its":[169],"capability":[170],"yield":[172],"diverse,":[173],"high-quality":[174],"verifiably":[177],"adhere":[178],"user-specified":[180],"properties.":[182]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2023-10-06T00:00:00"}
