{"id":"https://openalex.org/W7204947665","doi":"https://doi.org/10.48550/arxiv.2608.29430","title":"Content Exploration Beyond the Feed: Creator Supply and the Shared Corpus","display_name":"Content Exploration Beyond the Feed: Creator Supply and the Shared Corpus","publication_year":2026,"publication_date":"2026-08-29","ids":{"openalex":"https://openalex.org/W7204947665","doi":"https://doi.org/10.48550/arxiv.2608.29430"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2608.29430","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29430","pdf_url":"https://arxiv.org/pdf/2608.29430","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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2608.29430","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5148872197","display_name":"Yuanyuan Shen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210142583","display_name":"Snap (United States)","ror":"https://ror.org/04dgkhg68","country_code":"US","type":"company","lineage":["https://openalex.org/I4210142583"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shen, Yuanyuan","raw_affiliation_strings":["Snap Inc. New York , NY , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Snap Inc. New York , NY , USA","institution_ids":["https://openalex.org/I4210142583"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105217824","display_name":"Yiren Yan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210142583","display_name":"Snap (United States)","ror":"https://ror.org/04dgkhg68","country_code":"US","type":"company","lineage":["https://openalex.org/I4210142583"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan, Yiren","raw_affiliation_strings":["Snap Inc. Palo Alto , CA , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Snap Inc. Palo Alto , CA , USA","institution_ids":["https://openalex.org/I4210142583"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138253501","display_name":"Wenjie Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210142583","display_name":"Snap (United States)","ror":"https://ror.org/04dgkhg68","country_code":"US","type":"company","lineage":["https://openalex.org/I4210142583"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li, Wenjie","raw_affiliation_strings":["Snap Inc. Palo Alto , CA , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Snap Inc. Palo Alto , CA , USA","institution_ids":["https://openalex.org/I4210142583"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5144280828","display_name":"Chunhui Zhu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210142583","display_name":"Snap (United States)","ror":"https://ror.org/04dgkhg68","country_code":"US","type":"company","lineage":["https://openalex.org/I4210142583"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhu, Chunhui","raw_affiliation_strings":["Snap Inc. Palo Alto , CA , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Snap Inc. Palo Alto , CA , USA","institution_ids":["https://openalex.org/I4210142583"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210142583"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.663100004196167,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.663100004196167,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.11320000141859055,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11437","display_name":"Digital Platforms and Economics","score":0.08139999955892563,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-systems","display_name":"recommender systems","score":0.6800000071525574},{"id":"https://openalex.org/keywords/short-form-video-platforms","display_name":"short video platforms","score":0.8859999775886536}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5519999861717224},{"id":"https://openalex.org/C139002025","wikidata":"https://www.wikidata.org/wiki/Q3001212","display_name":"Lift (data mining)","level":2,"score":0.3865000009536743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3756999969482422},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.349700003862381},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.34369999170303345},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.33660000562667847},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.33379998803138733},{"id":"https://openalex.org/C532629269","wikidata":"https://www.wikidata.org/wiki/Q865083","display_name":"Corpus linguistics","level":2,"score":0.33070001006126404},{"id":"https://openalex.org/C139676723","wikidata":"https://www.wikidata.org/wiki/Q1193832","display_name":"Sign (mathematics)","level":2,"score":0.31940001249313354},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.295199990272522},{"id":"https://openalex.org/C3018260909","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory analysis","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C2778311575","wikidata":"https://www.wikidata.org/wiki/Q18534","display_name":"Metaphor","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.2563000023365021},{"id":"https://openalex.org/C2780193096","wikidata":"https://www.wikidata.org/wiki/Q3543662","display_name":"Possession (linguistics)","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2608.29430","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29430","pdf_url":"https://arxiv.org/pdf/2608.29430","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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2608.29430","doi":"https://doi.org/10.48550/arxiv.2608.29430","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2608.29430","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,"listed_in":[],"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":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2608.29430","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.29430","pdf_url":"https://arxiv.org/pdf/2608.29430","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,"listed_in":[],"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204947665.pdf","grobid_xml":"https://content.openalex.org/works/W7204947665.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1516051863","https://openalex.org/W2008975493","https://openalex.org/W2074380434","https://openalex.org/W2112420033","https://openalex.org/W2116206254","https://openalex.org/W2126002144","https://openalex.org/W2131951207","https://openalex.org/W2158515176","https://openalex.org/W2512971201","https://openalex.org/W2727765976","https://openalex.org/W2952709752","https://openalex.org/W2964983698","https://openalex.org/W2966080558","https://openalex.org/W3034122511","https://openalex.org/W3147523390","https://openalex.org/W3169290523","https://openalex.org/W3171410278","https://openalex.org/W3200556911","https://openalex.org/W4392367441","https://openalex.org/W4392457731","https://openalex.org/W4400582944","https://openalex.org/W4405173094","https://openalex.org/W4410088881","https://openalex.org/W4411549741","https://openalex.org/W4412877099","https://openalex.org/W4414034894","https://openalex.org/W4414938250","https://openalex.org/W4415796680","https://openalex.org/W7123342361","https://openalex.org/W7148648646","https://openalex.org/W7196930558","https://openalex.org/W7196975964"],"related_works":["https://openalex.org/W4400582944","https://openalex.org/W7064680231","https://openalex.org/W7171706804","https://openalex.org/W4407746014","https://openalex.org/W7006365093","https://openalex.org/W7128427547","https://openalex.org/W7202244120","https://openalex.org/W7167937041","https://openalex.org/W7222926601","https://openalex.org/W7134954917"],"abstract_inverted_index":{"Industrial":[0],"recommenders":[1],"give":[2],"new":[3,27],"content":[4],"initial":[5],"views":[6,100],"through":[7],"budgeted":[8],"exploration,":[9],"then":[10],"use":[11],"early":[12],"performance":[13],"to":[14,76,281],"decide":[15],"further":[16],"delivery.":[17],"On":[18],"many":[19],"short-video":[20,51],"platforms,":[21],"exploration":[22,59,256],"is":[23],"the":[24,35,137,144,159,162,180,194,225,231,234,239,243,266,276],"primary":[25],"way":[26],"videos":[28,61],"reach":[29],"viewers.":[30],"Viewer-side":[31,133],"tests":[32,135],"measure":[33,265],"consumption;":[34],"published":[36],"budget":[37],"objectives":[38],"we":[39],"review":[40],"omit":[41],"creator":[42,55,64,84,120,263],"response.":[43],"We":[44],"analyze":[45],"four":[46],"experiments":[47,259],"on":[48],"a":[49,77,126,172,202,213,219,261],"major":[50],"platform.":[52],"An":[53],"eight-month":[54],"ablation":[56,95],"finds":[57,96],"production":[58],"raises":[60,83],"posted":[62],"per":[63,169],"by":[65,73],"8.55%":[66],"and":[67,117,123,247,274,278],"creators":[68],"posting":[69,170],"at":[70,166,176],"least":[71],"once":[72],"7.10%":[74],"relative":[75],"minimal":[78],"floor.":[79],"A":[80,92,106],"budget-matched":[81],"reallocation":[82],"participation":[85],"with":[86],"no":[87],"detectable":[88],"short-run":[89],"viewer-side":[90],"change.":[91],"year-long":[93],"viewer":[94],"1.74%":[97],"more":[98],"video":[99],"but":[101,155,188],"2.13%":[102],"less":[103],"view":[104,108],"time.":[105],"delivered":[107],"creates":[109],"immediate":[110],"feed":[111,245],"value,":[112],"can":[113,118],"trigger":[114],"organic":[115,253],"take-up,":[116],"induce":[119],"supply.":[121],"Take-up":[122],"supply":[124],"replenish":[125],"shared":[127],"corpus,":[128],"creating":[129],"two":[130],"measurement":[131],"limits.":[132],"A/B":[134],"cancel":[136],"corpus":[138,152,163,182,195,236,268],"effect":[139,205],"when":[140],"both":[141],"arms":[142],"consume":[143],"same":[145],"corpus.":[146],"Giving":[147],"each":[148],"arm":[149],"its":[150],"own":[151],"avoids":[153],"cancellation,":[154],"turnover":[156],"still":[157],"controls":[158],"horizon.":[160],"If":[161],"turns":[164],"over":[165],"rate":[167],"w":[168],"cycle,":[171],"t-cycle":[173],"experiment":[174,228],"expresses":[175],"most":[177],"wt":[178],"of":[179,233],"eventual":[181,235],"effect.":[183,237],"More":[184],"users":[185],"reduce":[186],"noise":[187],"do":[189],"not":[190],"speed":[191],"turnover.":[192],"Before":[193],"path":[196],"visibly":[197],"bends,":[198],"data":[199],"cannot":[200,229],"distinguish":[201],"modest":[203],"fast":[204],"from":[206],"an":[207,248],"arbitrarily":[208],"large":[209],"slow":[210],"one,":[211],"so":[212],"valid":[214],"confidence":[215],"interval":[216],"may":[217],"lack":[218],"finite":[220],"upper":[221],"endpoint.":[222],"As":[223],"predicted,":[224],"three-week":[226],"co-diverted":[227],"determine":[230],"sign":[232],"Within":[238],"window,":[240],"it":[241],"identifies":[242],"direct":[244],"effect,":[246],"exploratory":[249],"cohort":[250],"analysis":[251],"detects":[252],"lift":[254],"after":[255],"ends.":[257],"The":[258],"establish":[260],"positive":[262],"response,":[264],"gross":[267],"flow":[269],"visible":[270],"within":[271],"three":[272],"weeks,":[273],"show":[275],"design":[277],"duration":[279],"needed":[280],"identify":[282],"total":[283],"value.":[284]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-02T00:00:00"}