{"id":"https://openalex.org/W7152641625","doi":"https://doi.org/10.48550/arxiv.2604.06182","title":"VenusBench-Mobile: A Challenging and User-Centric Benchmark for Mobile GUI Agents with Capability Diagnostics","display_name":"VenusBench-Mobile: A Challenging and User-Centric Benchmark for Mobile GUI Agents with Capability Diagnostics","publication_year":2026,"publication_date":"2026-02-06","ids":{"openalex":"https://openalex.org/W7152641625","doi":"https://doi.org/10.48550/arxiv.2604.06182"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.06182","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.06182","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.2604.06182","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133298953","display_name":"Yichen Gong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gong, Yichen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039409202","display_name":"Zhuohan Cai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cai, Zhuohan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133245587","display_name":"Sunhao Dai","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dai, Sunhao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133273254","display_name":"Yuqi Zhou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Yuqi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101878836","display_name":"Zhangxuan Gu","orcid":"https://orcid.org/0000-0002-2102-2693"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gu, Zhangxuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133241150","display_name":"Changhua Meng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Meng, Changhua","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5133258962","display_name":"Shuheng Shen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shen, Shuheng","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/T12203","display_name":"Mobile Agent-Based Network Management","score":0.1808999925851822,"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/T12203","display_name":"Mobile Agent-Based Network Management","score":0.1808999925851822,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.10360000282526016,"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/T12607","display_name":"Personal Information Management and User Behavior","score":0.08370000123977661,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6740999817848206},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49720001220703125},{"id":"https://openalex.org/keywords/mobile-agent","display_name":"Mobile agent","score":0.38580000400543213},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.3813000023365021},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.3700000047683716},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.36880001425743103},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.35740000009536743},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.35499998927116394}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7005000114440918},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6740999817848206},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49720001220703125},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4198000133037567},{"id":"https://openalex.org/C84875433","wikidata":"https://www.wikidata.org/wiki/Q3277848","display_name":"Mobile agent","level":2,"score":0.38580000400543213},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.3813000023365021},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.3700000047683716},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.36880001425743103},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.35740000009536743},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.35499998927116394},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.35350000858306885},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.34689998626708984},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33869999647140503},{"id":"https://openalex.org/C37789001","wikidata":"https://www.wikidata.org/wiki/Q782543","display_name":"Graphical user interface","level":2,"score":0.311599999666214},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2752000093460083},{"id":"https://openalex.org/C2988145974","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Mobile apps","level":2,"score":0.2705000042915344},{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.2637999951839447},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.26100000739097595},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.25929999351501465},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.25609999895095825},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.06182","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.06182","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.2604.06182","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.06182","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Existing":[0],"online":[1,31],"benchmarks":[2],"for":[3,33,71],"mobile":[4,21,36,60,80,166],"GUI":[5,37,81,167],"agents":[6,38,82,104,136],"remain":[7,105],"largely":[8,127],"app-centric":[9],"and":[10,17,62,98,101,123,170],"task-homogeneous,":[11],"failing":[12],"to":[13,51,64,88],"reflect":[14],"the":[15,134],"diversity":[16],"instability":[18],"of":[19,78,165],"real-world":[20,109,163],"usage.":[22],"To":[23],"this":[24],"end,":[25],"we":[26,153],"introduce":[27],"VenusBench-Mobile,":[28],"a":[29,67],"challenging":[30,97],"benchmark":[32],"evaluating":[34],"general-purpose":[35],"under":[39,140],"realistic,":[40],"user-centric":[41],"conditions.":[42],"VenusBench-Mobile":[43,93,155],"builds":[44],"two":[45],"core":[46],"evaluation":[47,77],"pillars:":[48],"defining":[49],"what":[50],"evaluate":[52,65],"via":[53],"user-intent-driven":[54],"task":[55],"design":[56],"that":[57,92,102,115],"reflects":[58],"real":[59],"usage,":[61],"how":[63],"through":[66],"capability-oriented":[68],"annotation":[69],"scheme":[70],"fine-grained":[72],"agent":[73],"behavior":[74],"analysis.":[75],"Extensive":[76],"state-of-the-art":[79],"reveals":[83],"large":[84],"performance":[85],"gaps":[86],"relative":[87],"prior":[89],"benchmarks,":[90],"indicating":[91],"poses":[94],"substantially":[95],"more":[96],"realistic":[99,147],"tasks":[100],"current":[103],"far":[106],"from":[107],"reliable":[108],"deployment.":[110],"Diagnostic":[111],"analysis":[112],"further":[113],"shows":[114],"failures":[116],"are":[117,126,172],"dominated":[118],"by":[119,129],"deficiencies":[120],"in":[121,146],"perception":[122],"memory,":[124],"which":[125],"obscured":[128],"coarse-grained":[130],"evaluations.":[131],"Moreover,":[132],"even":[133],"strongest":[135],"exhibit":[137],"near-zero":[138],"success":[139],"environment":[141],"variations,":[142],"highlighting":[143],"their":[144],"brittleness":[145],"settings.":[148],"Based":[149],"on":[150],"these":[151],"insights,":[152],"believe":[154],"provides":[156],"an":[157],"important":[158],"stepping":[159],"stone":[160],"toward":[161],"robust":[162],"deployment":[164],"agents.":[168],"Code":[169],"data":[171],"available":[173],"at":[174],"https://github.com/inclusionAI/UI-Venus/tree/VenusBench-Mobile.":[175]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-10T00:00:00"}
