{"id":"https://openalex.org/W3016626426","doi":"https://doi.org/10.1109/ijcnn48605.2020.9206842","title":"OptiGAN: Generative Adversarial Networks for Goal Optimized Sequence Generation","display_name":"OptiGAN: Generative Adversarial Networks for Goal Optimized Sequence Generation","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3016626426","doi":"https://doi.org/10.1109/ijcnn48605.2020.9206842","mag":"3016626426"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn48605.2020.9206842","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9206842","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2004.07534","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020749792","display_name":"Mahmoud Hossam","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mahmoud Hossam","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Australia","Monash University, Faculty of Information Technology, Australia"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Monash University, Faculty of Information Technology, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102780660","display_name":"Trung Le","orcid":"https://orcid.org/0000-0003-0414-9067"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Trung Le","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Australia","Monash University, Faculty of Information Technology, Australia"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Monash University, Faculty of Information Technology, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062170379","display_name":"Viet Huynh","orcid":"https://orcid.org/0000-0003-1308-1164"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Viet Huynh","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Australia","Monash University, Faculty of Information Technology, Australia"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Monash University, Faculty of Information Technology, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012932239","display_name":"Michael Papasimeon","orcid":"https://orcid.org/0000-0003-1184-8376"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Michael Papasimeon","raw_affiliation_strings":["School of Computing and Information Systems, The University of Melbourne, Australia","The University of Melbourne,School of Computing and Information Systems,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, The University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"The University of Melbourne,School of Computing and Information Systems,Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036447132","display_name":"Dinh Phung","orcid":"https://orcid.org/0000-0002-9977-8247"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dinh Phung","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Australia","Monash University, Faculty of Information Technology, Australia"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Monash University, Faculty of Information Technology, Australia","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5020749792"],"corresponding_institution_ids":["https://openalex.org/I56590836"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03827611,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9966999888420105,"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/T10028","display_name":"Topic Modeling","score":0.9966999888420105,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11574","display_name":"Artificial Intelligence in Games","score":0.994700014591217,"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/generative-grammar","display_name":"Generative grammar","score":0.8533403277397156},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.759712815284729},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.7468379735946655},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7445237636566162},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7035128474235535},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6001244783401489},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5161677002906799},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.4778539836406708},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.45535826683044434},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44059479236602783},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.158699631690979},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08598905801773071}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.8533403277397156},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.759712815284729},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.7468379735946655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7445237636566162},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7035128474235535},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6001244783401489},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5161677002906799},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4778539836406708},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.45535826683044434},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44059479236602783},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.158699631690979},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08598905801773071},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/ijcnn48605.2020.9206842","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9206842","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2004.07534","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2004.07534","pdf_url":"https://arxiv.org/pdf/2004.07534","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3016626426","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2004.07534.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2004.07534","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2004.07534","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2004.07534","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2004.07534","pdf_url":"https://arxiv.org/pdf/2004.07534","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320719","display_name":"Department of Science and Technology, Ministry of Science and Technology, India","ror":"https://ror.org/0101xrq71"},{"id":"https://openalex.org/F4320335334","display_name":"Defence Science and Technology Group","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3016626426.pdf","grobid_xml":"https://content.openalex.org/works/W3016626426.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W592244745","https://openalex.org/W1889081078","https://openalex.org/W1959608418","https://openalex.org/W2064675550","https://openalex.org/W2075110355","https://openalex.org/W2099471712","https://openalex.org/W2101105183","https://openalex.org/W2119717200","https://openalex.org/W2121863487","https://openalex.org/W2160653558","https://openalex.org/W2173520492","https://openalex.org/W2547875792","https://openalex.org/W2565378226","https://openalex.org/W2577946330","https://openalex.org/W2605135824","https://openalex.org/W2618625858","https://openalex.org/W2739892138","https://openalex.org/W2784823820","https://openalex.org/W2787223504","https://openalex.org/W2792210438","https://openalex.org/W2793945656","https://openalex.org/W2806351858","https://openalex.org/W2883734480","https://openalex.org/W2891641674","https://openalex.org/W2908747729","https://openalex.org/W2950893734","https://openalex.org/W2952165242","https://openalex.org/W2962900302","https://openalex.org/W2962981281","https://openalex.org/W2963223306","https://openalex.org/W2963248348","https://openalex.org/W2963279312","https://openalex.org/W2963509659","https://openalex.org/W2964017345","https://openalex.org/W2964222296","https://openalex.org/W2964268978","https://openalex.org/W2964368284","https://openalex.org/W2965055208","https://openalex.org/W2971074500","https://openalex.org/W6617744952","https://openalex.org/W6639432524","https://openalex.org/W6640963894","https://openalex.org/W6677916085","https://openalex.org/W6685352114","https://openalex.org/W6712395597","https://openalex.org/W6727862155","https://openalex.org/W6729448088","https://openalex.org/W6730091202","https://openalex.org/W6731128057","https://openalex.org/W6732248266","https://openalex.org/W6735913928","https://openalex.org/W6738599175","https://openalex.org/W6739349799","https://openalex.org/W6741121127","https://openalex.org/W6743259963","https://openalex.org/W6748086406","https://openalex.org/W6749351710","https://openalex.org/W6752378368","https://openalex.org/W6753097655","https://openalex.org/W6757992745","https://openalex.org/W6758675244","https://openalex.org/W6762931180","https://openalex.org/W6766529613","https://openalex.org/W6898505805"],"related_works":["https://openalex.org/W3091255717","https://openalex.org/W2618625858","https://openalex.org/W2949996740","https://openalex.org/W3175412885","https://openalex.org/W3191709232","https://openalex.org/W3028695364","https://openalex.org/W3153187842","https://openalex.org/W2786019934","https://openalex.org/W3214727553","https://openalex.org/W2986499612","https://openalex.org/W3039386753","https://openalex.org/W3201617237","https://openalex.org/W2892978054","https://openalex.org/W1607817625","https://openalex.org/W3014456322","https://openalex.org/W2889676472","https://openalex.org/W2900926445","https://openalex.org/W2977544538","https://openalex.org/W2884778159","https://openalex.org/W3014879845"],"abstract_inverted_index":{"One":[0],"of":[1,13,35],"the":[2,10,29,42],"challenging":[3],"problems":[4],"in":[5],"sequence":[6,77],"generation":[7,12],"tasks":[8],"is":[9,82],"optimized":[11],"sequences":[14,25],"with":[15],"specific":[16,40],"desired":[17,36,63,87],"goals.":[18],"Current":[19],"sequential":[20],"generative":[21,48],"models":[22],"mainly":[23],"generate":[24],"to":[26,41,61,73,84],"closely":[27],"mimic":[28],"training":[30],"data,":[31],"without":[32],"direct":[33],"optimization":[34],"goals":[37],"or":[38],"properties":[39],"task.":[43],"We":[44,69],"introduce":[45],"OptiGAN,":[46],"a":[47],"model":[49,72,81],"that":[50],"incorporates":[51],"both":[52],"Generative":[53],"Adversarial":[54],"Networks":[55],"(GAN)":[56],"and":[57,75,91],"Reinforcement":[58],"Learning":[59],"(RL)":[60],"optimize":[62],"goal":[64],"scores":[65,88],"using":[66],"policy":[67],"gradients.":[68],"apply":[70],"our":[71,80],"text":[74],"real-valued":[76],"generation,":[78],"where":[79],"able":[83],"achieve":[85],"higher":[86],"out-performing":[89],"GAN":[90],"RL":[92],"baselines,":[93],"while":[94],"not":[95],"sacrificing":[96],"output":[97],"sample":[98],"diversity.":[99]},"counts_by_year":[],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}