{"id":"https://openalex.org/W7133634121","doi":"https://doi.org/10.48550/arxiv.2603.03772","title":"Towards Effective Orchestration of AI x DB Workloads","display_name":"Towards Effective Orchestration of AI x DB Workloads","publication_year":2026,"publication_date":"2026-03-04","ids":{"openalex":"https://openalex.org/W7133634121","doi":"https://doi.org/10.48550/arxiv.2603.03772"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.03772","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128150249","display_name":"Naili Xing","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xing, Naili","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128173186","display_name":"Haotian Gao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gao, Haotian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128205600","display_name":"Zhanhao Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao, Zhanhao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001683040","display_name":"Shaofeng Cai","orcid":"https://orcid.org/0000-0001-8605-076X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cai, Shaofeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027609768","display_name":"Zhaojing Luo","orcid":"https://orcid.org/0000-0001-7271-3999"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Zhaojing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128202391","display_name":"Yuncheng Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Yuncheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081384517","display_name":"Zhongle Xie","orcid":"https://orcid.org/0000-0002-2924-6974"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xie, Zhongle","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032263010","display_name":"Meihui Zhang","orcid":"https://orcid.org/0000-0002-0752-9877"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Meihui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5128177235","display_name":"Beng Chin Ooi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ooi, Beng Chin","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":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21830603,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.718500018119812,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.718500018119812,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.06589999794960022,"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/T10772","display_name":"Distributed systems and fault tolerance","score":0.051100000739097595,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/transaction-processing","display_name":"Transaction processing","score":0.5613999962806702},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.5181999802589417},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.46209999918937683},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4512999951839447},{"id":"https://openalex.org/keywords/data-access","display_name":"Data access","score":0.42989999055862427},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.4129999876022339},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4097999930381775},{"id":"https://openalex.org/keywords/data-management","display_name":"Data management","score":0.4081999957561493},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.3944999873638153},{"id":"https://openalex.org/keywords/online-transaction-processing","display_name":"Online transaction processing","score":0.37229999899864197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8500000238418579},{"id":"https://openalex.org/C72108876","wikidata":"https://www.wikidata.org/wiki/Q844565","display_name":"Transaction processing","level":3,"score":0.5613999962806702},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.5210999846458435},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.5181999802589417},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.46209999918937683},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4512999951839447},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.42989999055862427},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.4129999876022339},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4097999930381775},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.4081999957561493},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.3944999873638153},{"id":"https://openalex.org/C191087605","wikidata":"https://www.wikidata.org/wiki/Q1501395","display_name":"Online transaction processing","level":4,"score":0.37229999899864197},{"id":"https://openalex.org/C2778553114","wikidata":"https://www.wikidata.org/wiki/Q1035293","display_name":"Database security","level":2,"score":0.36820000410079956},{"id":"https://openalex.org/C527821871","wikidata":"https://www.wikidata.org/wiki/Q228502","display_name":"Access control","level":2,"score":0.366100013256073},{"id":"https://openalex.org/C70236469","wikidata":"https://www.wikidata.org/wiki/Q1078262","display_name":"Database administrator","level":2,"score":0.3659999966621399},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.3659000098705292},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3488999903202057},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34700000286102295},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.3305000066757202},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3301999866962433},{"id":"https://openalex.org/C25185021","wikidata":"https://www.wikidata.org/wiki/Q4053284","display_name":"Distributed transaction","level":4,"score":0.32170000672340393},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.31470000743865967},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.29510000348091125},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.28769999742507935},{"id":"https://openalex.org/C192028432","wikidata":"https://www.wikidata.org/wiki/Q845739","display_name":"Query language","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C127722929","wikidata":"https://www.wikidata.org/wiki/Q7833714","display_name":"Transaction data","level":3,"score":0.2815000116825104},{"id":"https://openalex.org/C157692150","wikidata":"https://www.wikidata.org/wiki/Q2919848","display_name":"Query optimization","level":2,"score":0.2797999978065491},{"id":"https://openalex.org/C205295232","wikidata":"https://www.wikidata.org/wiki/Q76320","display_name":"Database server","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.27079999446868896},{"id":"https://openalex.org/C30452754","wikidata":"https://www.wikidata.org/wiki/Q621590","display_name":"Application lifecycle management","level":3,"score":0.2630999982357025},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2529999911785126}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.03772","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.03772","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.03772","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":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.03772","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.43786871433258057,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"AI-driven":[0],"analytics":[1],"are":[2],"increasingly":[3],"crucial":[4],"to":[5,13,22,96,122,125,148,154],"data-centric":[6],"decision-making.":[7],"The":[8],"practice":[9],"of":[10,76],"exporting":[11],"data":[12,23,34,81,88,131,136],"machine":[14],"learning":[15],"runtimes":[16],"incurs":[17],"high":[18],"overhead,":[19],"limits":[20],"robustness":[21],"drift,":[24,132],"and":[25,53,64,68,83,106,118,133,145],"expands":[26],"the":[27,74,155],"attack":[28],"surface,":[29],"especially":[30],"in":[31,48],"multi-tenant,":[32],"heterogeneous":[33,110],"systems.":[35,89],"Integrating":[36],"AI":[37,127,139],"directly":[38],"into":[39],"database":[40],"engines,":[41],"while":[42],"offering":[43],"clear":[44],"benefits,":[45],"introduces":[46],"challenges":[47,75,93],"managing":[49],"joint":[50,77],"query":[51,84,102],"processing":[52,85],"model":[54],"execution,":[55],"optimizing":[56],"end-to-end":[57],"performance,":[58],"coordinating":[59],"execution":[60,104,108],"under":[61],"resource":[62],"contention,":[63],"enforcing":[65],"strong":[66],"security":[67],"access-control":[69],"guarantees.":[70],"This":[71],"paper":[72],"discusses":[73],"DB-AI,":[78],"or":[79],"AIxDB,":[80],"management":[82,117],"within":[86],"AI-powered":[87],"It":[90],"presents":[91],"various":[92],"that":[94],"need":[95,121],"be":[97,123,152],"addressed":[98],"carefully,":[99],"such":[100,114],"as":[101,115],"optimization,":[103],"scheduling,":[105],"distributed":[107],"over":[109],"hardware.":[111],"Database":[112],"components":[113],"transaction":[116],"access":[119],"control":[120],"re-examined":[124],"support":[126],"lifecycle":[128],"management,":[129],"mitigate":[130],"protect":[134],"sensitive":[135],"from":[137],"unauthorized":[138],"operations.":[140],"We":[141],"present":[142],"a":[143],"design":[144],"preliminary":[146],"results":[147],"demonstrate":[149],"what":[150],"may":[151],"key":[153],"performance":[156],"for":[157],"serving":[158],"AIxDB":[159],"queries.":[160]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-03-06T00:00:00"}