{"id":"https://openalex.org/W7165374179","doi":"https://doi.org/10.48550/arxiv.2606.19926","title":"MemGUI-Agent: An End-to-End Long-Horizon Mobile GUI Agent with Proactive Context Management","display_name":"MemGUI-Agent: An End-to-End Long-Horizon Mobile GUI Agent with Proactive Context Management","publication_year":2026,"publication_date":"2026-06-18","ids":{"openalex":"https://openalex.org/W7165374179","doi":"https://doi.org/10.48550/arxiv.2606.19926"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.19926","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.19926","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.2606.19926","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5138994028","display_name":"Guangyi Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Guangyi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125391623","display_name":"Gao Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wu, Gao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019036278","display_name":"Congxiao Liu","orcid":"https://orcid.org/0000-0001-8871-4195"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Congxiao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138993036","display_name":"Pengxiang Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao, Pengxiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139018980","display_name":"Liang Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Liang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060424860","display_name":"Mading Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Mading","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036390522","display_name":"Q. Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Qi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139008674","display_name":"Mengyan Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Mengyan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043662036","display_name":"Liang Guo","orcid":"https://orcid.org/0000-0002-1585-7889"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guo, Liang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5139009614","display_name":"Yong Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yong","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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.1981000006198883,"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"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.1981000006198883,"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/T12607","display_name":"Personal Information Management and User Behavior","score":0.1151999980211258,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.04100000113248825,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6983000040054321},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.6177999973297119},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.5806999802589417},{"id":"https://openalex.org/keywords/context-management","display_name":"Context management","score":0.5077999830245972},{"id":"https://openalex.org/keywords/context-model","display_name":"Context model","score":0.4050000011920929},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.39730000495910645}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7142999768257141},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6983000040054321},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6177999973297119},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.5806999802589417},{"id":"https://openalex.org/C2776285913","wikidata":"https://www.wikidata.org/wiki/Q5165183","display_name":"Context management","level":3,"score":0.5077999830245972},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5020999908447266},{"id":"https://openalex.org/C183322885","wikidata":"https://www.wikidata.org/wiki/Q17007702","display_name":"Context model","level":3,"score":0.4050000011920929},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.39730000495910645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3407999873161316},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.3102000057697296},{"id":"https://openalex.org/C2781368080","wikidata":"https://www.wikidata.org/wiki/Q501688","display_name":"Context awareness","level":3,"score":0.28949999809265137},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.27900001406669617},{"id":"https://openalex.org/C142944206","wikidata":"https://www.wikidata.org/wiki/Q1786137","display_name":"Proactivity","level":2,"score":0.2728999853134155}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.19926","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.19926","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.2606.19926","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.19926","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":[{"score":0.4302772581577301,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"MLLM-based":[0],"mobile":[1,59],"GUI":[2,60],"agents":[3],"have":[4],"made":[5],"substantial":[6],"progress":[7],"on":[8,14,69,146,160],"short-horizon":[9],"tasks,":[10],"yet":[11],"remain":[12],"unreliable":[13],"long-horizon":[15,58],"tasks":[16],"that":[17,84,153],"require":[18],"retaining":[19],"intermediate":[20],"facts":[21,112],"across":[22,123],"many":[23],"steps":[24],"and":[25,44,105,139,162,171],"app":[26],"transitions.":[27],"We":[28],"attribute":[29],"this":[30],"limitation":[31],"to":[32,41,164],"ReAct-style":[33],"prompting,":[34],"which":[35,72],"passively":[36,90],"accumulates":[37],"per-step":[38],"records,":[39],"leading":[40],"prompt":[42],"explosion":[43],"dilution":[45],"of":[46,89],"critical":[47,110],"cross-app":[48],"facts.":[49],"To":[50,117],"address":[51],"this,":[52],"we":[53,126],"introduce":[54],"MemGUI-Agent,":[55],"an":[56,143,150],"end-to-end":[57],"agent":[61],"with":[62,132],"proactive":[63,119],"context":[64,74,97,115,120],"management.":[65],"MemGUI-Agent":[66,152],"is":[67],"built":[68],"Context-as-Action":[70],"(ConAct),":[71],"casts":[73],"management":[75,121],"as":[76],"first-class":[77],"actions":[78],"emitted":[79],"by":[80],"the":[81,155,165],"same":[82],"policy":[83],"selects":[85],"UI":[86,103,111],"actions.":[87],"Instead":[88],"appending":[91],"history,":[92,101],"ConAct":[93,134],"maintains":[94],"three":[95],"structured":[96],"fields:":[98],"folded":[99,102],"action":[100],"state,":[104],"recent":[106],"step":[107],"record,":[108],"preserving":[109],"while":[113],"keeping":[114],"compact.":[116],"make":[118],"learnable":[122],"model":[124,145],"scales,":[125],"construct":[127],"MemGUI-3K,":[128],"a":[129],"2,956-trajectory":[130],"dataset":[131],"full":[133],"annotations":[135],"for":[136],"supervised":[137],"training":[138],"offline":[140],"analysis.":[141],"Training":[142],"8B":[144,151,158],"MemGUI-3K":[147],"produces":[148],"MemGUI-8B-SFT,":[149],"achieves":[154],"best":[156],"open-data":[157],"performance":[159],"MemGUI-Bench":[161],"generalizes":[163],"out-of-distribution":[166],"MobileWorld":[167],"benchmark.":[168],"Code,":[169],"data,":[170],"trained":[172],"models":[173],"will":[174],"be":[175],"released":[176],"at":[177],"https://memgui-agent.github.io/.":[178]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-06-20T00:00:00"}