{"id":"https://openalex.org/W4400179089","doi":"https://doi.org/10.1007/s42484-024-00159-y","title":"Iteration-Free quantum approximate optimization algorithm using neural networks","display_name":"Iteration-Free quantum approximate optimization algorithm using neural networks","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W4400179089","doi":"https://doi.org/10.1007/s42484-024-00159-y"},"language":"en","primary_location":{"id":"doi:10.1007/s42484-024-00159-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00159-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00159-y.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00159-y.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008160776","display_name":"Ohad Amosy","orcid":null},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Ohad Amosy","raw_affiliation_strings":["Faculty of Computer Science, Bar-Ilan University, Ramat Gan, 52900, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Bar-Ilan University, Ramat Gan, 52900, Israel","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029202702","display_name":"Tamuz Danzig","orcid":"https://orcid.org/0000-0002-2003-9063"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Tamuz Danzig","raw_affiliation_strings":["Faculty of Engineering, Bar-Ilan University, Ramat Gan, 52900, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Bar-Ilan University, Ramat Gan, 52900, Israel","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102698166","display_name":"Ohad Lev","orcid":null},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Ohad Lev","raw_affiliation_strings":["Faculty of Engineering, Bar-Ilan University, Ramat Gan, 52900, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Bar-Ilan University, Ramat Gan, 52900, Israel","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049614530","display_name":"Ely Porat","orcid":"https://orcid.org/0000-0001-6912-5766"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Ely Porat","raw_affiliation_strings":["Faculty of Computer Science, Bar-Ilan University, Ramat Gan, 52900, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Bar-Ilan University, Ramat Gan, 52900, Israel","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045719865","display_name":"Gal Chechik","orcid":"https://orcid.org/0000-0001-9164-5303"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Gal Chechik","raw_affiliation_strings":["Faculty of Computer Science, Bar-Ilan University, Ramat Gan, 52900, Israel","NVIDIA Research, Tel-Aviv, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Bar-Ilan University, Ramat Gan, 52900, Israel","institution_ids":["https://openalex.org/I13955877"]},{"raw_affiliation_string":"NVIDIA Research, Tel-Aviv, Israel","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069034712","display_name":"Adi Makmal","orcid":"https://orcid.org/0000-0002-2873-1353"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Adi Makmal","raw_affiliation_strings":["Faculty of Engineering, Bar-Ilan University, Ramat Gan, 52900, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Bar-Ilan University, Ramat Gan, 52900, Israel","institution_ids":["https://openalex.org/I13955877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5008160776"],"corresponding_institution_ids":["https://openalex.org/I13955877"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.916,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.91878494,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"6","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9998999834060669,"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/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.9998999834060669,"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/T10020","display_name":"Quantum Information and Cryptography","score":0.9940000176429749,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9904000163078308,"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/initialization","display_name":"Initialization","score":0.9136655330657959},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7623172998428345},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6799406409263611},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5392246842384338},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5282706022262573},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5210703611373901},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5086610913276672},{"id":"https://openalex.org/keywords/iterative-method","display_name":"Iterative method","score":0.4386637806892395},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4195255637168884},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24569374322891235},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19690567255020142}],"concepts":[{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.9136655330657959},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7623172998428345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6799406409263611},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5392246842384338},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5282706022262573},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5210703611373901},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5086610913276672},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.4386637806892395},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4195255637168884},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24569374322891235},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19690567255020142},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s42484-024-00159-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00159-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00159-y.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s42484-024-00159-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42484-024-00159-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42484-024-00159-y.pdf","source":{"id":"https://openalex.org/S4210217596","display_name":"Quantum Machine Intelligence","issn_l":"2524-4906","issn":["2524-4906","2524-4914"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantum Machine Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321449","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400179089.pdf","grobid_xml":"https://content.openalex.org/works/W4400179089.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W181733065","https://openalex.org/W2005136695","https://openalex.org/W2038210983","https://openalex.org/W2078409719","https://openalex.org/W2103111465","https://openalex.org/W2104094955","https://openalex.org/W2297918601","https://openalex.org/W2766294686","https://openalex.org/W2781738013","https://openalex.org/W2790388700","https://openalex.org/W2805358412","https://openalex.org/W2903221501","https://openalex.org/W2945918727","https://openalex.org/W2955075300","https://openalex.org/W2990613907","https://openalex.org/W3036490817","https://openalex.org/W3088409280","https://openalex.org/W3098974447","https://openalex.org/W3100931082","https://openalex.org/W3104824731","https://openalex.org/W3105765483","https://openalex.org/W3111162498","https://openalex.org/W3119538242","https://openalex.org/W3133253034","https://openalex.org/W3138975501","https://openalex.org/W3139223064","https://openalex.org/W3153083735","https://openalex.org/W3204275228","https://openalex.org/W3209973822","https://openalex.org/W3215621431","https://openalex.org/W4212990277","https://openalex.org/W4243705605","https://openalex.org/W4285992931","https://openalex.org/W4306944683","https://openalex.org/W4389520449","https://openalex.org/W4394625528","https://openalex.org/W6678261470"],"related_works":["https://openalex.org/W3204184292","https://openalex.org/W3176564347","https://openalex.org/W1985458517","https://openalex.org/W2355833770","https://openalex.org/W3031039437","https://openalex.org/W183202219","https://openalex.org/W3095877357","https://openalex.org/W2072565696","https://openalex.org/W2050451745","https://openalex.org/W4386821099"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"quantum":[2,12,41],"approximate":[3],"optimization":[4,18,33],"algorithm":[5,13],"(QAOA)":[6],"is":[7,29,45,142],"a":[8,82,93,98,117],"leading":[9],"iterative":[10,179],"variational":[11],"for":[14,72,87,127],"heuristically":[15],"solving":[16,128],"combinatorial":[17],"problems.":[19],"A":[20],"large":[21],"portion":[22],"of":[23,39,60,85,108,132],"the":[24,32,40,58,65,129,144,151,156,160,170,175],"computational":[25],"effort":[26],"in":[27],"QAOA":[28,109,136,188],"spent":[30],"by":[31,159],"steps,":[34],"which":[35,55],"require":[36],"many":[37],"executions":[38,107],"circuit.":[42],"Therefore,":[43],"there":[44],"active":[46],"research":[47],"focusing":[48],"on":[49],"finding":[50],"better":[51,112],"initial":[52],"circuit":[53],"parameters,":[54,173],"would":[56],"reduce":[57],"number":[59],"required":[61],"iterations":[62],"and":[63,137],"hence":[64],"overall":[66],"execution":[67],"time.":[68],"While":[69],"existing":[70],"methods":[71,126],"parameter":[73],"initialization":[74,113,125],"have":[75],"shown":[76,164],"great":[77],"success,":[78],"they":[79],"often":[80],"offer":[81],"single":[83],"set":[84],"parameters":[86,114,157],"all":[88],"problem":[89,120,131],"instances.":[90],"We":[91,122],"propose":[92],"practical":[94],"method":[95,141],"that":[96,104,139,177],"uses":[97],"simple,":[99],"fully":[100,171],"connected":[101],"neural":[102,161],"network":[103,162],"leverages":[105],"previous":[106],"to":[110,116,146,165,174],"find":[111],"tailored":[115],"new":[118],"given":[119],"instance.":[121],"benchmark":[123],"state-of-the-art":[124],"MaxCut":[130],"Erd\u0151s-R\u00e9nyi":[133],"graphs":[134],"using":[135],"show":[138],"our":[140],"consistently":[143],"fastest":[145],"converge":[147],"while":[148],"also":[149],"yielding":[150],"best":[152],"final":[153],"result.":[154],"Furthermore,":[155],"predicted":[158],"are":[163,181],"match":[166],"very":[167],"well":[168],"with":[169],"optimized":[172],"extent":[176],"no":[178],"steps":[180],"required,":[182],"thereby":[183],"effectively":[184],"realizing":[185],"an":[186],"iteration-free":[187],"scheme.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
