{"id":"https://openalex.org/W7225016166","doi":"https://doi.org/10.5281/zenodo.23836279","title":"The Algorithmic Monoculture Paradox: Simulating the Collapse of Collective Intelligence in Foundation-Model-Mediated Social Networks","display_name":"The Algorithmic Monoculture Paradox: Simulating the Collapse of Collective Intelligence in Foundation-Model-Mediated Social Networks","publication_year":2026,"publication_date":"2026-10-31","ids":{"openalex":"https://openalex.org/W7225016166","doi":"https://doi.org/10.5281/zenodo.23836279"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23836279","doi":"https://doi.org/10.5281/zenodo.23836279","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23836279","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"},"volume":null,"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.23836279","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5160254547","display_name":"Ashuraj Herode","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405277001","display_name":"Vidyalankar Institute of Technology","ror":"https://ror.org/013ntfy98","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405277001"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Herode, Ashuraj","raw_affiliation_strings":["Vidyalankar Institute of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Vidyalankar Institute of Technology","institution_ids":["https://openalex.org/I4405277001"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052583946","display_name":"Prakash J Parmar","orcid":"https://orcid.org/0009-0009-0244-0142","observed_orcids":["https://orcid.org/0009-0009-0244-0142"]},"institutions":[{"id":"https://openalex.org/I4405277001","display_name":"Vidyalankar Institute of Technology","ror":"https://ror.org/013ntfy98","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405277001"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Parmar, Prakash J","raw_affiliation_strings":["Vidyalankar Institute of Technology"],"raw_orcid":"https://orcid.org/0009-0009-0244-0142","affiliations":[{"raw_affiliation_string":"Vidyalankar Institute of Technology","institution_ids":["https://openalex.org/I4405277001"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405277001"],"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.8461999893188477,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.8461999893188477,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.06960000097751617,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.011300000362098217,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/algorithmic-monoculture","display_name":"algorithmic monoculture","score":0.9139999747276306},{"id":"https://openalex.org/keywords/collective-intelligence","display_name":"collective intelligence","score":0.925000011920929},{"id":"https://openalex.org/keywords/wisdom-of-crowds","display_name":"wisdom of crowds","score":0.8109999895095825},{"id":"https://openalex.org/keywords/foundation-models","display_name":"foundation models","score":0.8640000224113464},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9710000157356262},{"id":"https://openalex.org/keywords/epistemic-diversity","display_name":"epistemic diversity","score":0.6269999742507935},{"id":"https://openalex.org/keywords/cognitive-diversity","display_name":"cognitive diversity","score":0.6110000014305115},{"id":"https://openalex.org/keywords/algorithmic-bias","display_name":"algorithmic bias","score":0.7519999742507935},{"id":"https://openalex.org/keywords/social-networks","display_name":"social networks","score":0.6169999837875366},{"id":"https://openalex.org/keywords/network-topology","display_name":"network topology","score":0.8579999804496765},{"id":"https://openalex.org/keywords/ai-governance","display_name":"AI governance","score":0.7369999885559082}],"concepts":[{"id":"https://openalex.org/C127627568","wikidata":"https://www.wikidata.org/wiki/Q1639361","display_name":"Sociotechnical system","level":2,"score":0.5967000126838684},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5728999972343445},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.43369999527931213},{"id":"https://openalex.org/C2780310539","wikidata":"https://www.wikidata.org/wiki/Q12547192","display_name":"Imperfect","level":2,"score":0.4284000098705292},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.4262999892234802},{"id":"https://openalex.org/C34388435","wikidata":"https://www.wikidata.org/wiki/Q2267362","display_name":"Bounded function","level":2,"score":0.38089999556541443},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.3630000054836273},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35569998621940613},{"id":"https://openalex.org/C89057211","wikidata":"https://www.wikidata.org/wiki/Q432197","display_name":"Collective intelligence","level":2,"score":0.3472000062465668},{"id":"https://openalex.org/C177142836","wikidata":"https://www.wikidata.org/wiki/Q44455","display_name":"Game theory","level":2,"score":0.33889999985694885},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.33629998564720154},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.323199987411499},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32199999690055847},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3084999918937683},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.30059999227523804},{"id":"https://openalex.org/C137753397","wikidata":"https://www.wikidata.org/wiki/Q2434424","display_name":"Network science","level":3,"score":0.2994999885559082},{"id":"https://openalex.org/C198104137","wikidata":"https://www.wikidata.org/wiki/Q974688","display_name":"Communication source","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C20249471","wikidata":"https://www.wikidata.org/wiki/Q2298789","display_name":"Evolutionary game theory","level":3,"score":0.2946999967098236},{"id":"https://openalex.org/C123676819","wikidata":"https://www.wikidata.org/wiki/Q1074338","display_name":"Perfect information","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C22171661","wikidata":"https://www.wikidata.org/wiki/Q1074380","display_name":"Stochastic game","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C143095724","wikidata":"https://www.wikidata.org/wiki/Q515895","display_name":"Odds","level":3,"score":0.26969999074935913},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.2676999866962433},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.2635999917984009},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C10347200","wikidata":"https://www.wikidata.org/wiki/Q1960297","display_name":"Hindsight bias","level":2,"score":0.25679999589920044},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.25619998574256897},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.25519999861717224},{"id":"https://openalex.org/C130440534","wikidata":"https://www.wikidata.org/wiki/Q14946528","display_name":"Conflation","level":2,"score":0.25209999084472656}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.23836279","doi":"https://doi.org/10.5281/zenodo.23836279","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23836279","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"},{"id":"doi:10.5281/zenodo.23836280","doi":"https://doi.org/10.5281/zenodo.23836280","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23836280","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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"}],"best_oa_location":{"id":"doi:10.5281/zenodo.23836279","doi":"https://doi.org/10.5281/zenodo.23836279","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23836279","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7204196449","https://openalex.org/W7204010561","https://openalex.org/W7164892547","https://openalex.org/W7171674841","https://openalex.org/W7223379956","https://openalex.org/W7203757936","https://openalex.org/W4414639038","https://openalex.org/W7167893225","https://openalex.org/W7160908870","https://openalex.org/W7171615684"],"abstract_inverted_index":{"The":[0],"\u201cWisdom":[1],"of":[2,9,29,150,159],"Crowds\u201d":[3],"principle":[4],"demonstrates":[5],"that":[6,41,120,156,194],"distributed":[7],"groups":[8],"imperfect":[10],"decision-makers":[11],"can":[12],"achieve":[13],"superior":[14],"collective":[15,184],"accuracy":[16],"because":[17],"independent,":[18],"idiosyncratic":[19],"errors":[20],"cancel":[21],"out":[22],"upon":[23],"aggregation.":[24],"Today,":[25],"the":[26,38,147],"rapid":[27,148],"integration":[28],"centralized":[30,125],"foundation":[31,51,126,161],"models":[32,162],"(LLMs)":[33],"into":[34],"decision-making":[35],"workflows":[36],"threatens":[37],"epistemic":[39,203],"independence":[40],"underlies":[42],"this":[43,69,169],"dynamic.":[44],"When":[45],"independent":[46,59],"human":[47],"agents":[48],"query":[49],"shared":[50,198],"models,":[52],"individual":[53,195],"error":[54],"variance":[55],"is":[56],"suppressed,":[57],"replacing":[58],"noise":[60],"with":[61,83],"shared,":[62],"correlated":[63],"algorithmic":[64],"bias.":[65],"Here,":[66],"we":[67,118,154],"investigate":[68],"phenomenon":[70],"by":[71,146],"formalizing":[72],"a":[73,84,124],"discrete-event":[74],"network":[75,105],"simulation":[76],"combining":[77],"Scott":[78],"Page\u2019s":[79],"Diversity":[80],"Prediction":[81],"Theorem":[82],"hybrid":[85],"DeGroot":[86],"consensus":[87],"framework":[88],"across":[89],"macro-scale":[90],"social":[91],"graphs":[92],"(N":[93],"=":[94,129,164,181],"1,000":[95],"agents).":[96],"Across":[97],"2,970":[98],"Monte":[99],"Carlo":[100],"simulations":[101],"spanning":[102],"three":[103,115],"canonical":[104],"topologies":[106],"(Watts-Strogatz":[107],"Small-World,":[108],"Barab\u00e1si-Albert":[109],"Scale-Free,":[110],"and":[111,114,213,218],"Erd\u0151s-R\u00e9nyi":[112],"Random)":[113],"correlation":[116],"regimes,":[117],"show":[119],"high":[121],"reliance":[122],"on":[123],"model":[127],"(\u03c1":[128,163,180],"0.90)":[130],"causes":[131],"an":[132,157,177],"18-":[133],"to":[134,143,167,174],"68-fold":[135],"surge":[136],"in":[137],"Collective":[138],"Squared":[139],"Error":[140,172,187],"(from":[141],"0.246":[142],"16.833),":[144],"driven":[145],"collapse":[149,170],"cognitive":[151],"diversity.":[152],"Furthermore,":[153],"demonstrate":[155],"oligopoly":[158],"competing":[160],"0.50)":[165],"fails":[166],"prevent":[168],"(Collective":[171,186],"surges":[173],"10.314),":[175],"whereas":[176],"unconstrained":[178],"polyculture":[179],"0.00)":[182],"preserves":[183],"wisdom":[185],"bounded":[188],"at":[189],"3.974).":[190],"These":[191],"findings":[192],"prove":[193],"optimization":[196],"under":[197],"generative":[199],"AI":[200,209],"triggers":[201],"systemic":[202],"fragility,":[204],"highlighting":[205],"urgent":[206],"implications":[207],"for":[208],"governance,":[210],"platform":[211],"auditing,":[212],"sociotechnical":[214],"system":[215],"design.":[216],"Code":[217],"Replication":[219],"Suite:":[220],"https://github.com/Ashuraj-Herode22/algorithmic-monoculture-sim":[221]},"counts_by_year":[],"updated_date":"2026-11-02T09:45:03.842371","created_date":"2026-11-01T00:00:00"}
