{"id":"https://openalex.org/W7163995874","doi":"https://doi.org/10.48550/arxiv.2606.09764","title":"iOSWorld: A Benchmark for Personally Intelligent Phone Agents","display_name":"iOSWorld: A Benchmark for Personally Intelligent Phone Agents","publication_year":2026,"publication_date":"2026-06-08","ids":{"openalex":"https://openalex.org/W7163995874","doi":"https://doi.org/10.48550/arxiv.2606.09764"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.09764","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.09764","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.2606.09764","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102609431","display_name":"Lawrence Jang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jang, Lawrence Keunho","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138223514","display_name":"Mareks Woodside","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Woodside, Mareks","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138255054","display_name":"Geronimo Carom","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carom, Geronimo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138206739","display_name":"Andrew Keunwoo Jang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jang, Andrew Keunwoo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009550511","display_name":"Jing Yu Koh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Koh, Jing Yu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5138266818","display_name":"Ruslan Salakhutdinov","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Salakhutdinov, Ruslan","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/T12607","display_name":"Personal Information Management and User Behavior","score":0.18729999661445618,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.18729999661445618,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.1703999936580658,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.0754999965429306,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/benchmark","display_name":"Benchmark (surveying)","score":0.8166999816894531},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.6621000170707703},{"id":"https://openalex.org/keywords/phone","display_name":"Phone","score":0.5983999967575073},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.4975000023841858},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.41019999980926514},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.3677000105381012},{"id":"https://openalex.org/keywords/mobile-apps","display_name":"Mobile apps","score":0.3653999865055084},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.34200000762939453}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8166999816894531},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.742900013923645},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.6621000170707703},{"id":"https://openalex.org/C2778707766","wikidata":"https://www.wikidata.org/wiki/Q202064","display_name":"Phone","level":2,"score":0.5983999967575073},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.4975000023841858},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.45339998602867126},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.41019999980926514},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.3677000105381012},{"id":"https://openalex.org/C2988145974","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Mobile apps","level":2,"score":0.3653999865055084},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.34200000762939453},{"id":"https://openalex.org/C2778571376","wikidata":"https://www.wikidata.org/wiki/Q1355821","display_name":"Frontier","level":2,"score":0.3391999900341034},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3246000111103058},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.30979999899864197},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.29510000348091125},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27149999141693115},{"id":"https://openalex.org/C2988821698","wikidata":"https://www.wikidata.org/wiki/Q16338","display_name":"Personal computer","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.2549000084400177},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.25450000166893005},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.25279998779296875},{"id":"https://openalex.org/C2989277270","wikidata":"https://www.wikidata.org/wiki/Q168338","display_name":"Behavioral analysis","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.09764","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.09764","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.2606.09764","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.09764","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"A":[0],"useful":[1],"phone":[2],"agent":[3,36],"needs":[4],"to":[5,101,112,152],"be":[6],"personally":[7],"intelligent.":[8],"It":[9],"should":[10],"reason":[11],"over":[12],"a":[13,55],"user's":[14],"identity,":[15],"history,":[16],"and":[17,78,104,106,121,128,180],"preferences":[18],"as":[19,71,169],"they":[20],"exist":[21],"on":[22,141],"the":[23,46],"device,":[24],"not":[25,160],"just":[26],"follow":[27],"isolated":[28],"instructions":[29],"in":[30,125],"an":[31,170],"impersonal":[32],"sandbox.":[33],"Existing":[34],"mobile":[35],"benchmarks":[37],"lack":[38],"this":[39],"kind":[40],"of":[41],"personalization.":[42],"We":[43,118,166],"introduce":[44],"iOSWorld,":[45],"first":[47],"interactive":[48],"native":[49],"iOS":[50,63],"simulator":[51],"benchmark":[52,172],"built":[53,62],"around":[54],"persistent":[56],"user":[57],"identity":[58],"spanning":[59],"26":[60,153],"newly":[61],"apps.":[64],"These":[65],"apps":[66],"contain":[67],"connected":[68],"data":[69],"such":[70],"transactions,":[72],"messages,":[73],"travel":[74],"records,":[75],"social":[76],"relationships,":[77],"financial":[79],"activity.":[80],"iOSWorld":[81,168],"includes":[82],"133":[83],"tasks":[84,91,97,108],"across":[85],"three":[86],"increasingly":[87],"difficult":[88],"categories.":[89],"Single-app":[90],"(27)":[92],"test":[93],"one":[94],"app,":[95],"multi-app":[96,142],"(60)":[98],"span":[99],"2":[100],"8":[102],"apps,":[103,175],"memory":[105],"personalization":[107],"(46)":[109],"require":[110],"agents":[111],"infer":[113],"patterns":[114],"from":[115,162],"personal":[116],"data.":[117],"evaluate":[119],"frontier":[120,148],"open-source":[122,171],"computer-use":[123],"models":[124,149,158],"both":[126],"vision-only":[127],"privileged":[129],"vision+XML":[130,145],"settings.":[131],"The":[132],"best":[133],"configuration":[134],"reaches":[135],"52\\%":[136],"overall":[137],"but":[138],"only":[139],"37\\%":[140],"tasks.":[143],"Privileged":[144],"access":[146],"improves":[147],"by":[150],"up":[151],"percentage":[154],"points,":[155],"while":[156],"smaller":[157],"do":[159],"benefit":[161],"added":[163],"accessibility-tree":[164],"input.":[165],"release":[167],"with":[173],"all":[174],"seeded":[176],"data,":[177],"tasks,":[178],"rubrics,":[179],"evaluation":[181],"code.":[182]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-10T00:00:00"}