{"id":"https://openalex.org/W4407128918","doi":"https://doi.org/10.1109/tpami.2025.3538774","title":"Quasi-Metric Learning for Bilateral Person-Job Fit","display_name":"Quasi-Metric Learning for Bilateral Person-Job Fit","publication_year":2025,"publication_date":"2025-02-04","ids":{"openalex":"https://openalex.org/W4407128918","doi":"https://doi.org/10.1109/tpami.2025.3538774","pmid":"https://pubmed.ncbi.nlm.nih.gov/40031747"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2025.3538774","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3538774","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5006057467","display_name":"Yingpeng Du","orcid":"https://orcid.org/0000-0001-9881-7171"},"institutions":[{"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"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yingpeng Du","raw_affiliation_strings":["Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-9881-7171","affiliations":[{"raw_affiliation_string":"Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100679042","display_name":"Hongzhi Liu","orcid":"https://orcid.org/0000-0001-6216-0796"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongzhi Liu","raw_affiliation_strings":["School of Software and Microelectronics, Peking University, Beijing, China","Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6216-0796","affiliations":[{"raw_affiliation_string":"School of Software and Microelectronics, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]},{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049015446","display_name":"Hengshu Zhu","orcid":"https://orcid.org/0000-0003-4570-643X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210108629","display_name":"Computer Network Information Center","ror":"https://ror.org/01s0wyf50","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210108629"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hengshu Zhu","raw_affiliation_strings":["Computer Network Information Center, Chinese Academy of Sciences, China","BOSS Zhipin Inc., Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4570-643X","affiliations":[{"raw_affiliation_string":"Computer Network Information Center, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210108629"]},{"raw_affiliation_string":"BOSS Zhipin Inc., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yang Song","orcid":"https://orcid.org/0000-0001-8252-9626"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang Song","raw_affiliation_strings":["BOSS Zhipin Inc., Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8252-9626","affiliations":[{"raw_affiliation_string":"BOSS Zhipin Inc., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040762883","display_name":"Zhi Zheng","orcid":"https://orcid.org/0000-0001-7758-8904"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Zheng","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-7758-8904","affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041563693","display_name":"Zhonghai Wu","orcid":"https://orcid.org/0000-0003-1268-836X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210128818","display_name":"Institute of Software","ror":"https://ror.org/033dfsn42","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128818"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhonghai Wu","raw_affiliation_strings":["National Engineering Center of Software Engineering, Key Lab of High Confidence Software Technologies (MOE), Peking University, Beijing, China","Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1268-836X","affiliations":[{"raw_affiliation_string":"National Engineering Center of Software Engineering, Key Lab of High Confidence Software Technologies (MOE), Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210128818"]},{"raw_affiliation_string":"Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.3694,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.96455759,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"47","issue":"5","first_page":"3947","last_page":"3960"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.48559999465942383,"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/T12031","display_name":"Speech and dialogue systems","score":0.48559999465942383,"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/T10709","display_name":"Social Robot Interaction and HRI","score":0.42160001397132874,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13612","display_name":"Advanced Scientific and Engineering Studies","score":0.41839998960494995,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6572563648223877},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5811166763305664},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5274401307106018},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37993699312210083},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32565122842788696},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14386460185050964}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6572563648223877},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5811166763305664},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5274401307106018},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37993699312210083},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32565122842788696},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14386460185050964},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2025.3538774","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3538774","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:40031747","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40031747","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:dr.ntu.edu.sg:10356/218177","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/218177","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G7677721048","display_name":null,"funder_award_id":"2022YFB2703301","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1599154021","https://openalex.org/W1967174192","https://openalex.org/W2054141820","https://openalex.org/W2095535341","https://openalex.org/W2140734713","https://openalex.org/W2250342289","https://openalex.org/W2604433096","https://openalex.org/W2605350416","https://openalex.org/W2737398044","https://openalex.org/W2783565819","https://openalex.org/W2808631100","https://openalex.org/W2893564970","https://openalex.org/W2895347732","https://openalex.org/W2906684937","https://openalex.org/W2945623882","https://openalex.org/W2945827670","https://openalex.org/W2952396276","https://openalex.org/W2963988212","https://openalex.org/W2966199682","https://openalex.org/W2971133212","https://openalex.org/W2972495023","https://openalex.org/W2987778679","https://openalex.org/W2989031759","https://openalex.org/W2997457842","https://openalex.org/W3023567515","https://openalex.org/W3045200674","https://openalex.org/W3093581739","https://openalex.org/W3094607200","https://openalex.org/W3100612294","https://openalex.org/W3149985273","https://openalex.org/W3156963027","https://openalex.org/W3172548541","https://openalex.org/W3177890934","https://openalex.org/W4206486515","https://openalex.org/W4210880854","https://openalex.org/W4213448193","https://openalex.org/W4221153514","https://openalex.org/W4226293151","https://openalex.org/W4229449851","https://openalex.org/W4280499327","https://openalex.org/W4283379500","https://openalex.org/W4288083766","https://openalex.org/W4289533980","https://openalex.org/W4292420207","https://openalex.org/W4321780122","https://openalex.org/W4366388694","https://openalex.org/W4385568060","https://openalex.org/W4386729802","https://openalex.org/W4393147839","https://openalex.org/W4393148054","https://openalex.org/W4393153538","https://openalex.org/W4394925050","https://openalex.org/W6675751002","https://openalex.org/W6680830989","https://openalex.org/W6719959352","https://openalex.org/W6853958782","https://openalex.org/W6864652177"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407"],"abstract_inverted_index":{"Matching":[0],"suitable":[1],"jobs":[2,28,115],"with":[3,184],"qualified":[4],"candidates":[5,14,44,113,144],"is":[6],"crucial":[7],"for":[8,121],"online":[9,161],"recruitment.":[10,162],"Typically,":[11],"users":[12],"(i.e.,":[13],"and":[15,45,94,114,145,177,202,211],"employers)":[16],"have":[17],"specific":[18],"expectations":[19],"in":[20,60,160],"the":[21,40,72,85,109,135,140,165,191,235,238],"recruitment":[22,173],"market,":[23],"making":[24,180],"them":[25],"prefer":[26],"similar":[27],"or":[29],"candidates.":[30],"Metric":[31],"learning":[32,105,168],"technologies":[33],"provide":[34],"a":[35,103,128,150,207,214],"promising":[36],"way":[37],"to":[38,55,107,138,154,219],"capture":[39,108,139,220],"similarity":[41,110,142,176],"propagation":[42,111],"between":[43,112,143],"jobs.":[46],"However,":[47],"they":[48],"rely":[49],"on":[50,230],"symmetric":[51],"distance":[52],"measures,":[53],"failing":[54],"model":[56,155,172],"users'":[57,64],"asymmetric":[58,119,152],"relationships":[59],"two-way":[61,157],"selection.":[62],"Additionally,":[63],"behaviors":[65],"(e.g.,":[66,77],"candidates)":[67],"are":[68],"highly":[69],"affected":[70],"by":[71,84],"feedback":[73],"from":[74,175],"their":[75,118,203,225],"counterparts":[76],"employers),":[78],"which":[79],"can":[80,170],"hardly":[81],"be":[82],"captured":[83],"existing":[86],"person-job":[87,123,186],"fit":[88,187],"methods":[89],"that":[90,131],"primarily":[91],"explore":[92,190],"homogeneous":[93],"undirected":[95],"graphs.":[96],"To":[97,189],"address":[98],"these":[99],"problems,":[100],"we":[101,126,197],"propose":[102,127,213],"quasi-metric":[104,129,167],"framework":[106,169],"while":[116],"modeling":[117],"relations":[120],"bilateral":[122,185,226],"fit.":[124],"Specifically,":[125],"space":[130],"not":[132],"only":[133],"satisfies":[134],"triangle":[136],"inequality":[137],"fine-grained":[141],"jobs,":[146],"but":[147],"also":[148],"incorporates":[149],"tailored":[151],"measure":[153],"users.":[156,221],"selection":[158],"process":[159],"More":[163],"importantly,":[164],"proposed":[166,239],"theoretically":[171],"rules":[174],"competitiveness":[178],"perspectives,":[179],"it":[181],"seamlessly":[182],"align":[183],"scenarios.":[188],"mutual":[192,222],"effects":[193,223],"of":[194,237],"two-sided":[195],"users,":[196],"first":[198],"organize":[199],"candidates,":[200],"employers,":[201],"different-typed":[204],"interactions":[205],"into":[206],"heterogeneous":[208],"relation":[209],"graph,":[210],"then":[212],"relation-aware":[215],"graph":[216],"convolution":[217],"network":[218],"through":[224],"behaviors.":[227],"Extensive":[228],"experiments":[229],"several":[231],"real-world":[232],"datasets":[233],"demonstrate":[234],"effectiveness":[236],"methods.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}