{"id":"https://openalex.org/W7135241263","doi":"https://doi.org/10.48550/arxiv.2603.11927","title":"CogSearch: A Cognitive-Aligned Multi-Agent Framework for Proactive Decision Support in E-Commerce Search","display_name":"CogSearch: A Cognitive-Aligned Multi-Agent Framework for Proactive Decision Support in E-Commerce Search","publication_year":2026,"publication_date":"2026-03-12","ids":{"openalex":"https://openalex.org/W7135241263","doi":"https://doi.org/10.48550/arxiv.2603.11927"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.11927","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.11927","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.11927","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128950150","display_name":"Zhouwei Zhai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhai, Zhouwei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113247807","display_name":"M Chen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Mengxiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128985593","display_name":"Haoyun Xia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xia, Haoyun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128962755","display_name":"Jin Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Jin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045360650","display_name":"Renquan Zhou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Renquan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5129068874","display_name":"Min Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Min","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":false,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.6413999795913696,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10286","display_name":"Information Retrieval and Search Behavior","score":0.6413999795913696,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13274","display_name":"Expert finding and Q&A systems","score":0.09009999781847,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.027899999171495438,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/decision-support-system","display_name":"Decision support system","score":0.6557999849319458},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5038999915122986},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.4772000014781952},{"id":"https://openalex.org/keywords/cognitive-computing","display_name":"Cognitive computing","score":0.44859999418258667},{"id":"https://openalex.org/keywords/excellence","display_name":"Excellence","score":0.42250001430511475},{"id":"https://openalex.org/keywords/decision-analysis","display_name":"Decision analysis","score":0.39800000190734863},{"id":"https://openalex.org/keywords/r-cast","display_name":"R-CAST","score":0.3082999885082245}],"concepts":[{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.6557999849319458},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5971999764442444},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5584999918937683},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5038999915122986},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.4772000014781952},{"id":"https://openalex.org/C92298750","wikidata":"https://www.wikidata.org/wiki/Q17008161","display_name":"Cognitive computing","level":3,"score":0.44859999418258667},{"id":"https://openalex.org/C2777352838","wikidata":"https://www.wikidata.org/wiki/Q5419420","display_name":"Excellence","level":2,"score":0.42250001430511475},{"id":"https://openalex.org/C186116695","wikidata":"https://www.wikidata.org/wiki/Q5249226","display_name":"Decision analysis","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3398999869823456},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3285999894142151},{"id":"https://openalex.org/C59719044","wikidata":"https://www.wikidata.org/wiki/Q7273265","display_name":"R-CAST","level":4,"score":0.3082999885082245},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3073999881744385},{"id":"https://openalex.org/C2984634286","wikidata":"https://www.wikidata.org/wiki/Q1331926","display_name":"Decision process","level":2,"score":0.29319998621940613},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27480000257492065},{"id":"https://openalex.org/C170494330","wikidata":"https://www.wikidata.org/wiki/Q1778434","display_name":"Cognitive map","level":3,"score":0.27230000495910645},{"id":"https://openalex.org/C156201811","wikidata":"https://www.wikidata.org/wiki/Q5418360","display_name":"Evidential reasoning approach","level":4,"score":0.26829999685287476},{"id":"https://openalex.org/C161407221","wikidata":"https://www.wikidata.org/wiki/Q4382939","display_name":"Cognitive model","level":3,"score":0.26339998841285706},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2615000009536743},{"id":"https://openalex.org/C135115379","wikidata":"https://www.wikidata.org/wiki/Q2750514","display_name":"Decision engineering","level":4,"score":0.2581000030040741},{"id":"https://openalex.org/C21782646","wikidata":"https://www.wikidata.org/wiki/Q841666","display_name":"Search cost","level":2,"score":0.2567000091075897},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2558000087738037},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.25429999828338623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.11927","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.11927","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":"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":"doi:10.48550/arxiv.2603.11927","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.11927","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.746582567691803}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Modern":[0],"e-commerce":[1,35],"search":[2,36,81],"engines,":[3],"largely":[4],"rooted":[5],"in":[6,77,105,113,123],"passive":[7],"retrieval-and-ranking":[8],"models,":[9],"frequently":[10],"fail":[11],"to":[12],"support":[13,41],"complex":[14,80],"decision-making,":[15],"leaving":[16],"users":[17],"overwhelmed":[18],"by":[19,98],"cognitive":[20,51],"friction.":[21],"In":[22],"this":[23],"paper,":[24],"we":[25],"introduce":[26],"CogSearch,":[27],"a":[28,38,102,109,120,132],"novel":[29],"cognitive-oriented":[30],"multi-agent":[31],"framework":[32],"that":[33],"reimagines":[34],"as":[37],"proactive":[39],"decision":[40,96,137],"system.":[42],"By":[43],"synergizing":[44],"four":[45],"specialized":[46],"agents,":[47],"CogSearch":[48,118],"mimics":[49],"human":[50],"workflows:":[52],"it":[53,94],"decomposes":[54],"intricate":[55],"user":[56],"intents,":[57],"fuses":[58],"heterogeneous":[59],"knowledge":[60],"across":[61],"internal":[62],"and":[63,66,79,100],"external":[64],"sources,":[65],"delivers":[67],"highly":[68],"actionable":[69],"insights.":[70],"Our":[71],"offline":[72],"benchmarks":[73],"validate":[74],"CogSearch's":[75],"excellence":[76],"consultative":[78],"scenarios.":[82],"Extensive":[83],"online":[84],"A/B":[85],"testing":[86],"on":[87],"JD.com":[88],"demonstrates":[89],"the":[90],"system's":[91],"transformative":[92],"impact:":[93],"reduced":[95],"costs":[97],"5%":[99],"achieved":[101],"0.41%":[103],"increase":[104],"overall":[106],"UCVR,":[107],"with":[108],"remarkable":[110],"30%":[111],"surge":[112],"conversion":[114],"for":[115],"decision-heavy":[116],"queries.":[117],"represents":[119],"fundamental":[121],"shift":[122],"information":[124],"retrieval,":[125],"moving":[126],"beyond":[127],"traditional":[128],"relevance-centric":[129],"paradigms":[130],"toward":[131],"future":[133],"of":[134],"holistic,":[135],"collaborative":[136],"intelligence.":[138]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-14T00:00:00"}