{"id":"https://openalex.org/W7140724104","doi":"https://doi.org/10.48550/arxiv.2603.24440","title":"CUA-Suite: Massive Human-annotated Video Demonstrations for Computer-Use Agents","display_name":"CUA-Suite: Massive Human-annotated Video Demonstrations for Computer-Use Agents","publication_year":2026,"publication_date":"2026-03-25","ids":{"openalex":"https://openalex.org/W7140724104","doi":"https://doi.org/10.48550/arxiv.2603.24440"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.24440","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.24440","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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.2603.24440","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050075702","display_name":"Xiangru Jian","orcid":"https://orcid.org/0009-0004-7138-7078"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jian, Xiangru","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003441670","display_name":"Shravan Nayak","orcid":"https://orcid.org/0000-0002-5298-7121"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nayak, Shravan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130661125","display_name":"Kevin Qinghong Lin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lin, Kevin Qinghong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130636879","display_name":"Aarash Feizi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Feizi, Aarash","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130647175","display_name":"Kaixin Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Kaixin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060621102","display_name":"Patrice Bechard","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bechard, Patrice","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041111343","display_name":"Spandana Gella","orcid":"https://orcid.org/0000-0003-2725-4476"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gella, Spandana","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5041629023","display_name":"Sai Rajeswar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rajeswar, Sai","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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.5115000009536743,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.5115000009536743,"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/T10709","display_name":"Social Robot Interaction and HRI","score":0.13580000400543213,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.051600001752376556,"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/task","display_name":"Task (project management)","score":0.4562000036239624},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4424999952316284},{"id":"https://openalex.org/keywords/toolbox","display_name":"Toolbox","score":0.4341000020503998},{"id":"https://openalex.org/keywords/troubleshooting","display_name":"Troubleshooting","score":0.4262999892234802},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3303999900817871},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.32170000672340393},{"id":"https://openalex.org/keywords/scripting-language","display_name":"Scripting language","score":0.31769999861717224},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.3091999888420105}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7965999841690063},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.45879998803138733},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4562000036239624},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4424999952316284},{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.4341000020503998},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42669999599456787},{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.4262999892234802},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.33410000801086426},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3303999900817871},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.32170000672340393},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.31769999861717224},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.310699999332428},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3102000057697296},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.3091999888420105},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.305400013923645},{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.3043999969959259},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.29739999771118164},{"id":"https://openalex.org/C46681722","wikidata":"https://www.wikidata.org/wiki/Q4725589","display_name":"Alias","level":2,"score":0.28929999470710754},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.2872999906539917},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C2779038628","wikidata":"https://www.wikidata.org/wiki/Q7248497","display_name":"Programming by demonstration","level":3,"score":0.27140000462532043},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.2632000148296356},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.26170000433921814},{"id":"https://openalex.org/C114073186","wikidata":"https://www.wikidata.org/wiki/Q2631895","display_name":"Automated planning and scheduling","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C155911762","wikidata":"https://www.wikidata.org/wiki/Q422321","display_name":"Blueprint","level":2,"score":0.25450000166893005}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.24440","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.24440","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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.2603.24440","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.24440","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":0.450082927942276,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Computer-use":[0],"agents":[1,15],"(CUAs)":[2],"hold":[3],"great":[4],"promise":[5],"for":[6,41,82,175],"automating":[7],"complex":[8],"desktop":[9,84,212],"workflows,":[10],"yet":[11],"progress":[12],"toward":[13],"general-purpose":[14],"is":[16,36,90],"bottlenecked":[17],"by":[18,161],"the":[19,37,46,140,158],"scarcity":[20],"of":[21,63,75,123,144,150],"continuous,":[22],"high-quality":[23],"human":[24,145],"demonstration":[25],"videos.":[26],"Recent":[27],"work":[28],"emphasizes":[29],"that":[30,129,152,203],"continuous":[31,103,136,232],"video,":[32],"not":[33],"sparse":[34,127],"screenshots,":[35,56],"critical":[38],"missing":[39],"ingredient":[40],"scaling":[42],"these":[43,135],"agents.":[44,86],"However,":[45],"largest":[47],"existing":[48,162],"open":[49],"dataset,":[50],"ScaleCUA,":[51],"contains":[52],"only":[53,131],"2":[54],"million":[55,121,196],"equating":[57],"to":[58],"less":[59],"than":[60],"20":[61],"hours":[62,118],"video.":[64,125],"To":[65],"address":[66],"this":[67],"bottleneck,":[68],"we":[69],"introduce":[70],"CUA-Suite,":[71],"a":[72,148,172,185],"large-scale":[73,186],"ecosystem":[74],"expert":[76,124],"video":[77,137],"demonstrations":[78],"and":[79,111,119,178,183,193,238,244],"dense":[80],"annotations":[81],"professional":[83,211],"computer-use":[85],"At":[87],"its":[88],"core":[89],"VideoCUA,":[91],"which":[92],"provides":[93,167],"approximately":[94,116],"10,000":[95],"human-demonstrated":[96],"tasks":[97],"across":[98],"87":[99],"diverse":[100],"applications":[101,213],"with":[102,189,210],"30":[104],"fps":[105],"screen":[106,230],"recordings,":[107],"kinematic":[108],"cursor":[109],"traces,":[110],"multi-layerfed":[112],"reasoning":[113],"annotations,":[114],"totaling":[115],"55":[117],"6":[120],"frames":[122],"Unlike":[126],"datasets":[128],"capture":[130],"final":[132],"click":[133],"coordinates,":[134],"streams":[138],"preserve":[139],"full":[141],"temporal":[142],"dynamics":[143],"interaction,":[146],"forming":[147],"superset":[149],"information":[151],"can":[153],"be":[154],"losslessly":[155],"transformed":[156],"into":[157],"formats":[159],"required":[160],"agent":[163],"frameworks.":[164],"CUA-Suite":[165],"further":[166],"two":[168],"complementary":[169],"resources:":[170],"UI-Vision,":[171],"rigorous":[173],"benchmark":[174],"evaluating":[176],"grounding":[177,187],"planning":[179],"capabilities":[180],"in":[181],"CUAs,":[182],"GroundCUA,":[184],"dataset":[188],"56K":[190],"annotated":[191],"screenshots":[192],"over":[194],"3.6":[195],"UI":[197],"element":[198],"annotations.":[199],"Preliminary":[200],"evaluation":[201],"reveals":[202],"current":[204],"foundation":[205],"action":[206],"models":[207,245],"struggle":[208],"substantially":[209],"(~60%":[214],"task":[215],"failure":[216],"rate).":[217],"Beyond":[218],"evaluation,":[219],"CUA-Suite's":[220],"rich":[221],"multimodal":[222],"corpus":[223],"supports":[224],"emerging":[225],"research":[226],"directions":[227],"including":[228],"generalist":[229],"parsing,":[231],"spatial":[233],"control,":[234],"video-based":[235],"reward":[236],"modeling,":[237],"visual":[239],"world":[240],"models.":[241],"All":[242],"data":[243],"are":[246],"publicly":[247],"released.":[248]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-03-27T00:00:00"}
